MAHMOUD NAGY - MAR 2022
import time
t0 = time.time()
import pandas as pd
import os
# pd.set_option('display.max_columns', 500)
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sb
import matplotlib.dates as mdates
import plotly.express as px
import plotly.graph_objects as go
import pickle
import re
import warnings
import datetime
warnings.filterwarnings('ignore')
sb.set_style("darkgrid")
%matplotlib inline
import plotly.io as pio
pio.renderers
# pio.renderers.default = "svg"
svg_renderer = pio.renderers["svg"]
svg_renderer.width = 950
svg_renderer.height = 550
# Import the necessaries libraries
import plotly.offline as pyo
# Set notebook mode to work in offline
pyo.init_notebook_mode()
import helpers
from load_data import *
# To Apply helpers updates without resarting the kernel
import importlib
# importlib.reload(helpers)
# # To keep track of any module updates
# %load_ext autoreload
# %autoreload2
%config InlineBackend.figure_format = 'retina'
time.time() - t0
84.55177927017212
threat_daily = df_threat.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ntweets')
title = 'A Heat Map for the Threat tweets'
helpers.facet_heat(threat_daily, title, n_col=4, vmax=200)
df_tweets.created_at.dt.date.min(), df_tweets.created_at.dt.date.max()
(datetime.date(2018, 1, 1), datetime.date(2021, 4, 25))
helpers.pie(df_threat_years, "'Threat' Tweets Created in Each Year",
c = ["#c23728", "#e14b31", "#de6e56", "#e1a692"])
Note:
- The number of threat tweets are increasing from 2018 to 2020
- For 2021: the data is not complete (only till April)
helpers.pie(df_threat_users, "The Number of Accounts Tweeted with 'Threat' Keywords in Each Year",
c = ["#c23728", "#e14b31", "#de6e56", "#e1a692"])
len(all_threat)
31
helpers.go_pie('Different Threat Keywords',
['Kill & Death', 'Hell & Burn', 'Crime & Jail'],
[n_death, n_burn, n_crime],
c=['#E45756', '#F58518', '#BAB0AC'])
# import importlib
# importlib.reload(helpers)
# ['#E45756', '#EECA3B', '#F58518', '#4C78A8']
helpers.pie(df_kill_years, "'Kill & Death' Tweets Created in Each Year",
c = ["#c23728", "#e14b31", "#de6e56", "#e1a692"])
helpers.pie(df_burn_years, "'Hell & Burn' Tweets Created in Each Year",
c = ["#786028", "#a57c1b", "#d2980d", "#ffb400"])
helpers.pie(df_crime_years, "'Crime & Jail' Tweets Created in Each Year",
c = ["#48446e", "#5e569b", "#776bcd", "#9080ff"])
# threat_counts.head(60).reset_index(drop=True)
helpers.barh(threat_counts.head(17), '"Threat Keywords" Counts', threshold=0, c=mycolors1)
print(f'\n{df_death.shape[0]} contributions, made by {df_death.username.nunique()} Users')
15565 contributions, made by 10531 Users
print(f'\n{df_burn.shape[0]} contributions, made by {df_burn.username.nunique()} Users')
8129 contributions, made by 5757 Users
print(f'\n{df_crime.shape[0]} contributions, made by {df_crime.username.nunique()} Users')
28867 contributions, made by 16014 Users
helpers.go_pie('Threat & Hate-Speech Vs Others',
['Threat', 'Hate-Speech', 'Others'],
[n_threat, n_hate, nothate],
c=['#E45756', '#F58518', '#4C78A8'])
print(df_tweets.shape)
df_tweets.head(1)
(972801, 23)
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1841 | 2018-01-01 00:21:13 | https://pbs.twimg.com/profile_banners/75181031... | today in #3Dprint\n#hadronscollider\n#medtech\... | america | http://pbs.twimg.com/profile_images/7518904223... | en | tv news: amber heard and elon musk are spendin... | 6021 | americaearnmoney | 2016-07-09 16:08:42 | ... | 947623710281871360 | americearnmoney | NaN | 2018-01-01 | 2018 | Jan | 1 | 540 days 08:12:31 | 540 | 08:12:31 |
1 rows × 23 columns
df_tweets.created_at.dt.date.min(), df_tweets.created_at.dt.date.max()
(datetime.date(2018, 1, 1), datetime.date(2021, 4, 25))
# df_tweets.info()
# helpers.isnull(df_tweets)
for col in ['year', 'username', 'lang', 'user_location', 'text']:
print('The value counts of ' + col)
print(df_tweets[col].value_counts().head())
print('\n')
The value counts of year 2020 612583 2021 228686 2019 94346 2018 37186 Name: year, dtype: int64 The value counts of username 🍩🍉M.G. Justice For Johnny Depp⚖Wald-Mignon🦋🌞🌷 5284 Marley M 5119 Support Johnny Depp ♡ Stream City of Lies 4297 Teri Carson ☠️ 🇮🇪 💀 🇨🇮 ☠️ 3584 good will 3543 Name: username, dtype: int64 The value counts of lang en 656415 und 173082 es 65483 pt 22851 fr 15503 Name: lang, dtype: int64 The value counts of user_location United Kingdom 8863 Flanders 8816 France 7604 London, England 7582 United States 7274 Name: user_location, dtype: int64 The value counts of text #justiceforjohnnydepp 44312 fuck amber heard 1926 #justiceforjohnnydepp #amberheardisanabuser 1675 #amberheardisanabuser 1632 #amberheardisaliar 1356 Name: text, dtype: int64
Exploring Threat tweets¶
death_sub = {'deathto', "death to", 'heard needs to die', 'deserves to die', 'die a painful death', 'heard die',
'amber die', 'heard die', 'heard can die', 'amber can die', 'get the karma you deserve',
'rots to death', 'you to die', 'hope you die', 'chose to die', 'heard to die', 'mera to die',
'rots to death', 'starves herself to death', 'burned to death', 'kill amber', 'killamber', 'go kill',
'kill this vampire', 'kill this bitch', 'kill this amber', 'kill that princess', 'kill that bitch',
'kill that cunt', 'kill your fucking abuser', 'it will kill you', 'i’ll kill you',
'accused amber heard of murder', 'will murder amber', 'legal to murder amber', 'please murder amber',
'like to murder amber', 'heard murdered'}
df_death_sub = df_threat[df_threat.text.str.contains('|'.join(death_sub))]
print(f'{df_death_sub.shape[0]} contributions, made by {df_death_sub.username.nunique()} Users')
df_death_sub.head(1)
243 contributions, made by 206 Users
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2531 | 2018-02-02 04:18:04 | NaN | NaN | NaN | http://pbs.twimg.com/profile_images/9674801336... | en | @hollywoodvamps i hope amber heard starves he... | 274 | rebeka lyn rocha | 2017-12-24 00:26:52 | ... | 959279728879284226 | rebekarocha83 | NaN | 2018-02-02 | 2018 | Feb | 2 | 40 days 03:51:12 | 40 | 03:51:12 |
1 rows × 23 columns
death_daily = df_death.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ntweets')
title = 'A Heat Map for the "Kill & Death" tweets'
helpers.facet_heat(threat_daily, title, n_col=4, vmax=500)
death_dates = df_death.groupby(['date']).agg({'text':'count', 'user_id': 'count'}).reset_index(
).rename(columns={'text':'ntweets', 'user_id': 'n_users'}).sort_values('ntweets', ascending=False)
death_dates.head(15)
| date | ntweets | n_users | |
|---|---|---|---|
| 569 | 2020-02-02 | 961 | 961 |
| 736 | 2020-07-20 | 686 | 686 |
| 843 | 2020-11-06 | 527 | 527 |
| 844 | 2020-11-07 | 457 | 457 |
| 839 | 2020-11-02 | 318 | 318 |
| 737 | 2020-07-21 | 279 | 279 |
| 848 | 2020-11-11 | 235 | 235 |
| 982 | 2021-03-25 | 198 | 198 |
| 570 | 2020-02-03 | 173 | 173 |
| 906 | 2021-01-08 | 160 | 160 |
| 863 | 2020-11-26 | 147 | 147 |
| 845 | 2020-11-08 | 141 | 141 |
| 913 | 2021-01-15 | 136 | 136 |
| 846 | 2020-11-09 | 131 | 131 |
| 661 | 2020-05-04 | 127 | 127 |
helpers.bar_peaks(death_dates[['date', 'ntweets']].head(2),
'"Kill & Death" tweets Peak Dates')
df_death_sub.text.value_counts().head()
@nickwallis wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 3 amber heard can die 2 @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 2 @hollywoodvamps i hope amber heard starves herself to death nasty poser she ain’t nothing but a notch on the belt nigga don’t worry no one wants her but her trash ass ex. no one can trust her money grubbing looser bitch watch out boys 1 @jacxpearl most meme pages are just full of men saying ‘amber heard deserves to die’ and stuff like that but will make jokes about ‘waking up chris breezy’ when a woman does something wrong 😍 1 Name: text, dtype: int64
df = df_death_sub[['created_at', 'days_diff', 'hours_diff', 'text', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| created_at | days_diff | hours_diff | text | username | |
|---|---|---|---|---|---|
| 0 | 2018-02-02 04:18:04 | 40 | 03:51:12 | @hollywoodvamps i hope amber heard starves herself to death nasty poser she ain’t nothing but a notch on the belt nigga don’t worry no one wants her but her trash ass ex. no one can trust her money grubbing looser bitch watch out boys | rebeka lyn rocha |
| 1 | 2018-02-13 04:13:07 | 3197 | 14:50:34 | oi america, that politician who wanted to kill amber heard’s dogs is caught up in a massive scandal https://t.co/r5h3e785ch | Gina Rushton |
| 2 | 2018-02-13 04:17:58 | 3294 | 06:12:19 | oi america, that politician who wanted to kill amber heard’s dogs is caught up in a massive… https://t.co/kjiblu0y13 | K4S |
| 3 | 2018-02-14 15:38:45 | 383 | 20:40:43 | machete kills fight scene (amber heard dies) https://t.co/kwmiq8vtn3 vía @youtube | cristian |
| 4 | 2018-03-16 16:58:26 | 2436 | 19:20:59 | i liked a @youtube video https://t.co/bi7yiod0pu machete kills fight scene (amber heard dies) | Rob Brindlow |
| 5 | 2018-04-04 17:19:26 | 479 | 02:24:38 | kiss, marry, kill : angelina jolie ( à l'époque de lara croft) , taylor hill ou amber heard — kill amber heard kiss taylor hill marry angelina jolie https://t.co/5w8ionqkbr | Nathan |
| 6 | 2018-06-30 19:44:56 | 1603 | 23:41:24 | britney amber - titty film school1 https://t.co/iakstlkm8n titty sweat priya rai images britney jones free sex tape porno seksy film xxxx llll xvideo dayana kill amber heard film fuck | EIos2 |
| 7 | 2018-10-26 03:02:52 | 1785 | 04:01:00 | movie review: three men want to kill amber heard in #londonfields https://t.co/cbx7ulhmup @londonfields18 @britx528 https://t.co/pbofcfwgfd | Irish Film Critic |
| 8 | 2019-01-05 23:33:05 | 2686 | 19:07:05 | @scintillantom ryan gosling and i are going to kill amber heard 😞 | The Mountain King |
| 9 | 2019-03-12 15:15:14 | 3243 | 00:46:13 | amber heard is cancelled. i hope aquaman 2 will take her out from the film. kill that princess mera (although i love her so much 😭) but that abuser is damn cancelled. | Anis Ashaari |
| 10 | 2019-03-12 16:49:45 | 486 | 10:46:05 | i used to be amber heard die hard fans but now i’m totally regret it after i heard that she abusing her ex husband johnny deep 😡 | anisa |
| 11 | 2019-03-12 19:53:35 | 2409 | 07:49:13 | das amber heard die #metoo bewegung für sich ausgenutzt hat um zu verschleiern wie sie johnny depp misshandelt hat ist wirklich das absolut allerletzte. der unterste bodensatz des abschaums. | Mr. Futago |
| 12 | 2019-03-13 01:24:46 | 236 | 04:20:44 | hearing what amber heard die i’m extremely disappointed in her and i can’t believe someone like that claims she fights for something she has done she’s a hypocrite and needs to be put away for life #amberheard #johnnydeppisasurvivor #amberheardisanabuser #amberheardisoverparty | Aceisyourdeath |
| 13 | 2019-03-13 21:19:26 | 2179 | 13:27:03 | feeling a little bit more proud that our deputy pm casually threatened to kill amber heard's tiny dogs. a little. like a 0% to 1% shift. | Cryptic In QA |
| 14 | 2019-03-19 01:44:47 | 2037 | 06:04:27 | yo i’ll kill amber heard right the fuck now she lied about johnny | hisoka morow stan acct |
| 15 | 2019-05-03 22:53:04 | 2169 | 06:15:15 | @tennobfc marry sophie turner fuck kate mara kill amber heard | Bouli |
| 16 | 2019-08-01 22:03:27 | 2927 | 08:05:35 | @labrando ging mij om zn ex amber heard die lag te miepen, maar wel 2x met m trouwde. nah ik hoor het wel van jou morgen als ik wakker wor. ik weet het ook niet meer 🤣😛👊👊 | LangeToepie |
| 17 | 2019-11-20 18:51:50 | 718 | 01:32:04 | did amber heard die? | Chiney622 |
| 18 | 2019-12-12 10:48:54 | 2218 | 13:00:16 | amber heard diet, nutrition, and workout plan https://t.co/jmdc1z3z9u | Top 10 Rankers |
| 19 | 2020-02-01 20:40:47 | 549 | 04:08:26 | amber heard deserves to die a slow painful death. period. 😌 | 𝖛𝖆𝖓𝖔𝖗𝖆🕸 |
| 20 | 2020-02-02 05:51:09 | 2408 | 06:11:15 | i will murder amber heard for breakfast | Bluefire Baller |
| 21 | 2020-02-02 08:23:26 | 278 | 15:30:43 | ibu said shes going to kill amber heard for hurting her baby hahaha lmfao #justiceforjohnnydepp | ☆.☆ |
| 22 | 2020-02-02 10:41:39 | 1849 | 17:11:18 | captain jack sparrow abused by his wife?? what the f*ck???!!!! kill that bitch!!! #justiceforjohnnydepp | MetallidaD |
| 23 | 2020-02-02 11:28:41 | 1860 | 02:12:56 | if johnny deep will die, he will still be remember as an iconic actor but if amber heard die, only few will mourn, surely, for she's a fat sicko liar | el |
| 24 | 2020-02-02 12:09:43 | 3148 | 17:08:15 | @uaintgottheansa @mr_iuares so kill amber heard too ?or this just apply to men | The Fire FActory i.g- The_fire_factory33 |
| 25 | 2020-02-03 09:06:00 | 465 | 04:18:09 | can someone kill this bitch, amber heard? | gasai👼🏾 |
| 26 | 2020-02-03 13:50:10 | 441 | 22:42:42 | hi kill amber heard please | blm ,, acab 🏳️⚧️ |
| 27 | 2020-02-03 21:46:26 | 2354 | 22:39:00 | i wanna kill this amber heard bitch. protect johnny depp at all cost | ella♊️ |
| 28 | 2020-02-04 01:58:35 | 2956 | 21:53:30 | ill kill amber heard | Jess |
| 29 | 2020-02-04 04:06:39 | 212 | 02:04:30 | amber heard!! u monster!!!! do us a favor and go kill yoself!! where did u get that audicity earning a job in hollywood after claiming to be a victim of violence? mamatay kanang animal ka!!!! #justiceforjohnnydeep #amberheardisaliar #amberheardabusedjohnnydepp | AsunaSan |
| 30 | 2020-02-09 07:28:04 | 2517 | 08:36:09 | @westeddavid @ahitgalleria yeah.. no. why should they when amber heard stans never we’re civil to begin with. 4 yrs of making depp death memes, wishing death to his fans, making fun of his pictures.toxic abusers. never stayed on their own lane. its a bad look and it shows who the real abuse apologists are. | Salem |
| 31 | 2020-02-09 17:23:11 | 3265 | 03:18:54 | goh, ik zal het wel allemaal gemist hebben, maar ik bespeur hier verdomde weinig ophefjes over amber heard die johnny depp mishandelde. raaarrr. | 𝙶𝚛𝚎𝚎𝚏 𝚍𝚎 𝚂𝚕𝚊𝚐𝚎𝚛𝚜𝚓𝚘𝚗𝚐𝚎𝚗 🧷 🏴 |
| 32 | 2020-02-10 01:57:17 | 4256 | 20:40:27 | the in memoriam should include metoo since amber heard murdered it last week #oscars | brendon |
| 33 | 2020-02-15 22:22:24 | 605 | 00:31:40 | @bbcbreaking quite tragic how she went, and abuse does not warrant death, but it cant be completely erased from history and forgotten about. it would be like if amber heard died right now, may have made somd awful decisions but not the way to go out of her life. all things considered, rip. | Wind God - RIP BRODIE LEE |
| 34 | 2020-02-18 13:05:20 | 3452 | 23:54:44 | i searched in google: how to kill amber heard? | Jessica V |
| 35 | 2020-02-19 08:37:17 | 3760 | 21:32:10 | #amberheard die nach der scheidung alles der presse in die hände gespielt hat, will, wo es schlecht für sie aussieht, plötzlich die presse raushalten? oh girl,... no words... #johnnydepp #ibelievehim #johnnydeppisinnocent #justiceforjohnnydepp #amberheardisanabuser https://t.co/y0yrehhndd | #IBelieveHim JohnnyDeppWorldDE |
| 36 | 2020-02-19 20:13:34 | 4045 | 21:35:55 | @that_s_random admitting when you're wrong is a skill amber heard sorely lacks | Beet Farmer |
| 37 | 2020-02-26 20:43:46 | 151 | 20:20:58 | @skaterscantdie johnny depp had leaked texts describing how he wanted to kill amber heard by drowning and setting her on fire and raping her | im 6’2 and a top |
| 38 | 2020-02-26 20:43:56 | 151 | 20:21:08 | @misommar johnny depp had leaked texts describing how he wanted to kill amber heard by drowning and setting her on fire and raping her | im 6’2 and a top |
| 39 | 2020-02-27 04:20:23 | 1439 | 18:18:11 | johnny depp threatened to kill amber heard in several text messages to his friend! also, drunk and high on flight where she said she was abused! vanity fair: johnny depp’s disturbing alleged text messages read aloud in court as libel lawsuit begins. https://t.co/iduogq6wqy | Becca loves comics |
| 40 | 2020-02-28 21:01:13 | 1489 | 21:04:14 | johnny depp threatened to kill amber heard https://t.co/kver7ytejk https://t.co/resvdwumls | Ordo News |
| 41 | 2020-02-28 21:01:23 | 3650 | 05:00:48 | johnny depp threatened to kill amber heard https://t.co/vvjapyrww5 https://t.co/dlcbup5fsd | Nertil U. Qatja |
| 42 | 2020-03-01 14:12:05 | 1491 | 14:15:06 | johnny depp threatened to kill amber heard #johnnydepp #life https://t.co/kver7ytejk https://t.co/bzbqybjhdp | Ordo News |
| 43 | 2020-03-01 17:51:10 | 2935 | 02:36:40 | johnny depp threatened to kill amber heard https://t.co/3ga9vq0dg5 https://t.co/albfpjankn | ORDO Store |
| 44 | 2020-03-01 17:51:11 | 3652 | 01:50:36 | johnny depp threatened to kill amber heard https://t.co/vvjapyrww5 https://t.co/em09tz941c | Nertil U. Qatja |
| 45 | 2020-03-01 17:51:12 | 877 | 07:42:07 | johnny depp threatened to kill amber heard https://t.co/zr5ufwkwwc https://t.co/0ovd17bz3v | VOP Today News |
| 46 | 2020-03-03 00:52:01 | 3717 | 18:03:55 | @mr_e_nygma @buzzfeednews johnny depp was planning to kill amber heard so...maybe it’s time to have more nuanced conversations about toxic relationships and abuse. | Small Screen Girl |
| 47 | 2020-03-04 19:59:40 | 290 | 17:39:58 | @pussydestroya18 why kill trump when you can kill amber heard? | נ |
| 48 | 2020-03-16 20:15:10 | 711 | 21:43:49 | cage plays a new orleans p.d. lieutenant who attempts to save the son of the devil and his ship is sunk and his crew is terrorized by sharks. in the end, he stung by bees and burned to death. amber heard costars. | Nic Cage Bot |
| 49 | 2020-03-19 03:40:33 | 2885 | 07:16:40 | rechtszaak johnny depp en amber heard dient maandag in londen https://t.co/61w1i4jpsn #nieuwsentertainment https://t.co/oalnow8lqi | Songteksten.net |
| 50 | 2020-03-19 06:48:49 | 3396 | 18:16:18 | rechtszaak johnny depp en amber heard dient maandag in londen #weekend https://t.co/odf6ttddtb https://t.co/miptigmk7q | weekbladweekend |
| 51 | 2020-03-27 02:03:51 | 547 | 23:18:45 | @ifod_net i saw it as amber heard died | Bobert Duckey Jr |
| 52 | 2020-03-29 13:15:39 | 811 | 21:05:31 | dear christians, these are the kind of pests you defend when you say “only a coward hits a woman”. these are the vermin you speak of when you say: #believewomen amber heard should be locked up. preferably in a cell of violent offenders. #justiceforjohnnydepp #deathtoamberheard https://t.co/rwdivzxp7l | ppl_these_days |
| 53 | 2020-04-04 18:31:16 | 2083 | 08:53:40 | johnny depp’s past messages reveal he wanted to kill amber heard https://t.co/q8nwhdkwvo https://t.co/f1vlptuyd3 | Fashion Blocks |
| 54 | 2020-04-28 13:09:26 | 4008 | 11:34:22 | @rezaindm why? just kill amber heard first. | Falah Rasyid Cohen |
| 55 | 2020-05-05 13:39:10 | 158 | 21:43:31 | who was paige heard (mother of amber heard died)? wiki, bio, age, death cause, twitter, instagram, facebook and more facts https://t.co/udessevokx | wiki fox news |
| 56 | 2020-05-23 21:51:17 | 3388 | 00:41:41 | i really hope amber heard dies in jail. https://t.co/1mbmhko5ul | 𝔅𝔦𝔤 𝔣𝔲𝔡𝔤𝔢 |
| 57 | 2020-06-26 20:46:37 | 4128 | 15:04:49 | now that johnny depp is clearing his name it's now time for everyone who cancelled his ass and wished for his death to apologize and say they were wrong. also, amber heard needs to be removed from the #dceu | Adam Schwietz |
| 58 | 2020-07-02 10:28:47 | 2210 | 19:18:44 | @skynewsbreak hope amber heard dies | END SHEFFIELD LOCKDOWN |
| 59 | 2020-07-04 00:04:50 | 3337 | 12:06:22 | i can’t wait for amber heard to die or rot in jail. she’s the definition of traaaaaaaaaaaashh | ラ |
df = df_death_sub[['created_at', 'days_diff', 'hours_diff', 'text', 'username']][60:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| created_at | days_diff | hours_diff | text | username | |
|---|---|---|---|---|---|
| 0 | 2020-07-07 11:45:41 | 3052 | 20:44:27 | @nos ff rectificeren. in het journaal net over johhny depp. winona en vanessa getuigen voor johhny depp niet tegen hem. omdat amber heard hem beschuldigd waar zijn ex vrouw en vriendin zich absoluut niet in kunnen vinden. ooit de tapes gehoord? amber die johhny slaat en uitlacht | Aniek van B. a.k.a dramneusje 😂 |
| 1 | 2020-07-09 15:38:13 | 3763 | 08:43:19 | @femboy_lover_69 the amber heard diet - tears of children - hopes and dreams of others. | Daveth ヅ |
| 2 | 2020-07-09 17:06:13 | 2533 | 11:57:16 | i would like to murder amber heard | Ty🤠 |
| 3 | 2020-07-09 20:03:28 | 1455 | 00:17:35 | depp stans love suggesting that he said “let’s rape and kill amber heard” in response to him reacting to his abuser but depp said it was because bettany didn’t like heard because heard objected to their [ jd and pb’s ] drug abuse and she didn’t like bettany’s enabling. 🙂🙂🙂 https://t.co/dsqxjuzspf | jade. 🌹 |
| 4 | 2020-07-09 21:59:51 | 2167 | 23:21:03 | @rach_esmeralda petition to kill amber heard | clairizzle. (claireandco, check out my shop) |
| 5 | 2020-07-12 03:40:13 | 4033 | 18:02:51 | i can envision funeral music at this bash for amber heard's career. doom doom de doom. its nice they celebrate death to her career. | Rwish |
| 6 | 2020-07-15 21:53:10 | 607 | 16:02:52 | amber heard can die | keanu bin pak lurah |
| 7 | 2020-07-16 10:07:59 | 1453 | 20:22:48 | non vedo l'ora di vedere johnny depp mandare amber heard dietro le sbarre dopo che si è letteralmente inventata uno stupro appropriandosi della storia di qualcun altro e incolpandolo anche di violenze varie mai successe https://t.co/9bahotsd4t | lorena | kaz brekker♥️ |
| 8 | 2020-07-16 21:21:11 | 1127 | 04:15:59 | @bild das amber heard die vergewaltigungsgeschichte ihrer assistentin als ihre eigene benutzen wollte, ist keinen bericht wert wert, oder? | mikebertdraws |
| 9 | 2020-07-20 12:22:22 | 39 | 01:52:36 | i'm sick to death to hearing about these two and their narcissistic, toxic marriage. they're both as bad as one another. amber heard at court to give 3 days of evidence against johnny depp https://t.co/c7fxoo7fag via https://t.co/7arus9vgts | Jane Gail |
| 10 | 2020-07-20 17:41:02 | 1420 | 17:58:05 | johnny depp trial update: depp allegedly told kill amber heard 'i'll f***king kill you and f*** your corpse' https://t.co/o0xsyzbyb2 https://t.co/wsjwvkujba | Barstool Sports |
| 11 | 2020-07-21 01:13:36 | 4083 | 01:39:26 | @barstoolsports with a name like kill amber heard, she should expect some threats of killing | dudepression |
| 12 | 2020-07-21 02:13:58 | 1776 | 07:52:15 | @_sadgvrl_ i’m honestly more upset that the media isn’t even reporting on this. she contradicts herself and gets caught in lies— even calls the barrister a liar— and yet all i’m seeing is “johnny depp threatened to kill amber heard” like yeah okay | princess zelda defense unit |
| 13 | 2020-07-21 22:30:07 | 365 | 21:26:23 | if you’re a trophy hunter, i hope you die by the hands of the animals you’ve hunted. leave animals the fvck alone! i couldn’t even watch madagascar 2 because of the beginning. we offer you amber heard instead😖 | CrackHedWhöre SlütBuckit |
| 14 | 2020-07-21 23:51:01 | 18 | 13:18:38 | @ripblissxr dumbasses would rather fight to the death to cancel chris evans but won't do shit to get amber heard fired from aquaman 2 even tough we know how evil that women is this just shows that cancel culture only targets men and don't give a crap about women who deserved to get cancelled | 𝔸𝕤𝕙𝕦 |
| 15 | 2020-07-23 00:21:46 | 73 | 09:43:28 | then you can be a boy #marcarosa, i think cate wants to taste pâmela's little pussy too. so you need to be a girl, ashes. i want you to die with me at the gas chamber, my love. amber heard? trap. i want to share that moment with you, taxi.- | Alice Von Amerling ❄️ |
| 16 | 2020-07-23 05:39:52 | 4864 | 16:45:06 | johnny depp habe sie angegriffen und mit dem tod bedroht, sagt amber heard. weil ein boulevarblatt darüber berichtet, stehen die schauspieler nun vor gericht. dort erneuert heard die vorwürfe gegen ihren ex-mann. https://t.co/1eyv2lbpzm | DER SPIEGEL |
| 17 | 2020-07-23 09:06:56 | 583 | 19:34:28 | @pogfuckingchamp @derspiegel vielleicht weil inzwischen erwiesen ist, dass amber heard diejenige ist, die johnny depp geschlagen hat und nicht umgekehrt. | Arawynn |
| 18 | 2020-07-28 07:28:26 | 433 | 18:24:10 | @sz amber heard die olle. 👿 | Hacktsu |
| 19 | 2020-07-28 14:40:35 | 862 | 15:22:27 | johnny depp is #winning! jail time for #amberheard! she needs to #plugitup! gotta watch the new stephen king's the stand on cbs all access! amber heard dies in it! it's a '90s kid thing. | TJ 'DEPPHEAD' Dunn |
| 20 | 2020-08-04 00:00:11 | 237 | 07:09:44 | @anothermillennr 4. although watching amber heard die almost makes it a 5 | The Good, the Bad, and the Nerdy Podcast |
| 21 | 2020-08-06 21:24:07 | 4176 | 10:16:52 | so terribly sad someone took their life. however she smashed her boyfriends head in with a lamp, and therefore needed arresting, for the same reason no one is defending amber heard. don’t confuse the sadness of someone’s death to excuse appalling behaviour. #carolineflack | Laura Caress |
| 22 | 2020-08-13 11:11:48 | 586 | 12:13:47 | wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 23 | 2020-08-13 11:12:01 | 586 | 12:14:00 | @looksbyliam wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 24 | 2020-08-13 11:12:13 | 586 | 12:14:12 | @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 25 | 2020-08-13 11:12:25 | 586 | 12:14:24 | @theinfamousone6 @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 26 | 2020-08-13 11:12:46 | 586 | 12:14:45 | @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 27 | 2020-08-13 11:13:14 | 586 | 12:15:13 | @charnelejgomez wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 28 | 2020-08-13 11:13:23 | 586 | 12:15:22 | @billfoxla @foxla wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 29 | 2020-08-13 11:13:44 | 586 | 12:15:43 | @thatbrianfella wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 30 | 2020-08-13 11:14:14 | 586 | 12:16:13 | wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos @incrediblyaverage @adam_waldman https://t.co/zrhnz8jraf | Anal Del Rey |
| 31 | 2020-08-13 11:14:23 | 586 | 12:16:22 | @thedivinevenus wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 32 | 2020-08-13 11:14:34 | 586 | 12:16:33 | @xxvidhixx @kendallraeonyt wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 33 | 2020-08-13 11:14:55 | 586 | 12:16:54 | @itsnicksnider wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 34 | 2020-08-13 11:28:43 | 586 | 12:30:42 | @eparishio wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 35 | 2020-08-13 11:28:49 | 586 | 12:30:48 | @nosanityallowed wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 36 | 2020-08-13 11:29:01 | 586 | 12:31:00 | @princessrump @theeolchef @julian_lapis @nattieeee1 @pevsticals @lostbeforefate wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 37 | 2020-08-13 11:29:47 | 586 | 12:31:46 | @adam_waldman wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 38 | 2020-08-13 11:29:55 | 586 | 12:31:54 | @amysharples94 wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 39 | 2020-08-13 11:38:42 | 586 | 12:40:41 | @exposingsmg wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 40 | 2020-08-13 11:38:59 | 586 | 12:40:58 | @nickwallis wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 41 | 2020-08-13 11:39:08 | 586 | 12:41:07 | @nickwallis wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 42 | 2020-08-13 11:39:18 | 586 | 12:41:17 | @nickwallis wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 43 | 2020-08-13 11:39:36 | 586 | 12:41:35 | @alexismateo79 wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 44 | 2020-08-13 11:39:49 | 586 | 12:41:48 | @_kscreven @youtube wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 45 | 2020-08-13 11:39:59 | 586 | 12:41:58 | @teaspillyt wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 46 | 2020-08-13 11:40:12 | 586 | 12:42:11 | @rihanna @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 47 | 2020-08-13 11:46:04 | 586 | 12:48:03 | @rahul_albus @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 48 | 2020-08-17 16:03:10 | 23 | 05:10:13 | i feel like all johnny depp stans can and will kill amber heard with no warning just 🧎♂️🏌️♂️ | killian |
| 49 | 2020-08-24 20:46:14 | 40 | 07:56:45 | @dccomicsonfilm @rhafaelaseo @aquamanbrasil @aquamantalk @centralaquaman @theatlantisking @aquaman_2022 @aquaman_ @deathtoatlantis @atlanteanorin @oceanicreign @aqua_man010 i head amber heard is back in the movie. fuck this i’m not watching it #amberheardabusedjohnnydepp #wejustdontlikeyouamber | LD dorji |
| 50 | 2020-09-01 16:13:23 | 614 | 18:50:37 | fuck amber heard, she could fucking die a painful death and i wouldn't care | VeinsS |
| 51 | 2020-09-01 22:17:11 | 897 | 22:59:03 | #wweraw 4 stars! can't wait for december cuz #xboxseriesx and #ps5 comes out! also, the remake of #stephenkingsthestand comes out on #cbsallaccess! amber heard dies in it! | TJ 'DEPPHEAD' Dunn |
| 52 | 2020-09-04 05:44:09 | 4207 | 04:36:58 | @ladyhaja @iandunt surely boris could find a job for the hon. barnaby joyce mp, aka the beetrooter. our former deputy pm is famous for threatening to kill amber heard's and johnny depp's dogs and having an affair with a member of his staff. as it were. #auspol https://t.co/hifawzmdmd | Steve Williams |
| 53 | 2020-09-16 17:43:36 | 205 | 15:00:48 | paul bettany planned to kill amber heard. i think @disneyplus needs to reconsider this show in the meantime i will unsubscribe to the service. | 🔸juan, alt |
| 54 | 2020-10-20 22:15:14 | 929 | 23:43:53 | cage plays an lapd lieutenant who tries to defeat a former bank heist accomplice and takes down the mob. in the end, he stung by bees and burned to death. amber heard costars. | Nic Cage Bot |
| 55 | 2020-10-31 19:21:14 | 1918 | 13:29:43 | @blackcat_dandy dang bro i didn’t say anything about women, i said sean connery. if amber heard died i’d post the same thing | Vee 🥒 |
| 56 | 2020-11-02 13:02:14 | 216 | 20:14:23 | @thesun someone please murder amber heard | Brady Bohner |
| 57 | 2020-11-02 13:24:31 | 2066 | 04:46:50 | can’t wait till amber heard dies | Joe Tams |
| 58 | 2020-11-02 15:17:02 | 3280 | 19:32:50 | i hope amber heard dies in a tragic accident or something she doesnt deserves to live. fuck that manipulative psycho ass bitch. | Teha Kamaruddin |
| 59 | 2020-11-02 19:15:40 | 56 | 04:51:07 | we all know if johnny depp doesn’t win , someone is going to be out to kill amber heard , better get your armed police baby girl you’re dead! 👏🏼 #justiceforjohnnydepp | Em Lickorish |
df = df_death_sub[['created_at', 'days_diff', 'hours_diff', 'text', 'username']][120:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| created_at | days_diff | hours_diff | text | username | |
|---|---|---|---|---|---|
| 0 | 2020-11-02 20:48:01 | 3 | 18:56:50 | i hope amber heard dies in a fire | Bickey in Space |
| 1 | 2020-11-02 21:20:40 | 2825 | 12:38:36 | with this whole johnny depp vs amber heard thing makes me think even more that your only way for justice or safety, just kill your fucking abuser. 🤷🏼♀️ they like to victimize monsters anyways. might as well give them the chance to write a heartfelt eulogy. | ᗩᒪIᔕOᑎ ᗰIᑕᕼEᒪE 🌹 |
| 2 | 2020-11-03 01:26:03 | 285 | 00:26:47 | i hope amber heard dies in zack snyder's cut of justice league..... and no i'm not talking about the character mera | Dat_Boi_who_dont_give_a_fuck |
| 3 | 2020-11-06 02:26:19 | 234 | 02:03:54 | i hope amber heard dies | poison |
| 4 | 2020-11-06 16:52:43 | 115 | 21:02:00 | amber heard, i hope you die unloved and in pain with your remains left to rot for the rest of humanity to laugh at your pathetic excuse of a woman. | Reshant |
| 5 | 2020-11-06 17:12:08 | 0 | 00:10:51 | @dojetunes @iwillbeblunt @_deathtopia @amh0stile @ign i got banned for saying fuck amber heard | Hostilebackup |
| 6 | 2020-11-06 17:19:56 | 0 | 00:18:39 | @dojetunes @iwillbeblunt @_deathtopia @amh0stile @ign well, i won't be watching fb3. fuck wb and fuck amber heard and fuck jack dorsey | Hostilebackup |
| 7 | 2020-11-06 18:16:13 | 2180 | 04:31:07 | i hope amber heard rots to death. absolutey vile piece of shit | din djarofjamin |
| 8 | 2020-11-06 18:34:51 | 4593 | 17:38:04 | i find it kinda hard to feel bad for johnny depp dropping out of fantastic beasts when his text messages showed him saying he wanted to kill amber heard and fuck her corpse. 🤷♀️ not defending amber because she seems like a trash human. chuck em both out tbh. | 💜ʳᵃᶜʰᵉˡ💜 |
| 9 | 2020-11-06 18:41:14 | 1904 | 23:25:23 | amber heard literally deserves to die | ZZ |
| 10 | 2020-11-06 19:21:30 | 369 | 22:56:08 | мне обычно похуй на почти всех людей, и я обычно не желаю ничего плохого никому. но вот честно. в этом конкретном случае желаю: чтоб ты сдохла, эмбер херд. amber heard, i want you to die :) не стыдно ни разу - отписывайтесь, если хотите. | Амбассадор текилы |
| 11 | 2020-11-06 19:30:05 | 2124 | 21:20:52 | i hope amber heard dies a horrible death | Theo |
| 12 | 2020-11-06 22:55:33 | 3483 | 01:44:28 | goodnight johnny depp i still love you and i hope amber heard dies | swagney |
| 13 | 2020-11-07 00:06:05 | 875 | 08:35:46 | on god amber heard can die | däni ღೃ* |
| 14 | 2020-11-07 03:49:10 | 1182 | 22:16:02 | i’ll personally kill amber heard | Chris P. Bacon |
| 15 | 2020-11-07 04:09:34 | 2447 | 19:51:58 | @warnerbros so johnny depp is fired for being falsely accused of being a wife beater while you retain amber heard the real abuser on aquaman 2. great hill you chose to die on. @wbhomeent | The Real Josh Hadley |
| 16 | 2020-11-07 05:06:04 | 109 | 23:57:44 | @realamberheard @amber heard die soon #justiceforjohnnydepp #justiceforjohnnydepp #justiceforjohnnydepp #justiceforjohnnydepp #justiceforjohnnydepp #justiceforjohnnydepp #justiceforjohnnydepp #justiceforjohnnydepp | Rockstaradi_619 |
| 17 | 2020-11-07 08:12:20 | 2470 | 05:33:31 | amber heard can die | HatakéRisshi |
| 18 | 2020-11-07 13:10:15 | 3797 | 20:26:22 | i wanna kill amber heard... | BlackChopstixs 🍜 |
| 19 | 2020-11-07 14:10:46 | 3091 | 19:04:07 | hey hi hello. if we're going to kill johnny depp's career, then we need to kill amber heard's as well. she is and was manipulative and abusive trash. we can't be selective in who we hold accountable. | Abby Harrison |
| 20 | 2020-11-07 17:38:12 | 74 | 12:08:20 | #justiceforjohnnydepp #killamberheard https://t.co/amkmgrcqsc | 🍕MATEO🍕 |
| 21 | 2020-11-08 08:37:51 | 2605 | 11:51:05 | amber heard can die in a hole | Saiheal Saikoolal |
| 22 | 2020-11-08 10:01:10 | 2785 | 09:40:38 | @coramelodie @realamberheard @kamalaharris lol women supporting women? more like abusers supporting abusers, you people are a joke. the feminism movement is more like a power play now. i hope all of you get the karma you deserve #amberheardisanabuser | Kamikazi |
| 23 | 2020-11-08 14:06:23 | 1719 | 16:22:08 | i hope amber heard dies. | Valentine Morphine |
| 24 | 2020-11-08 14:24:53 | 2054 | 00:05:11 | @realamberheard lies run sprins, the truth run marathons. and you need go to jail cuz you are a psychopath. but karma exists and the justice is big and it will kill you #justiceforjohnnydepp | Michael Machado 🇺🇾Ⓜ️Ⓜ️ |
| 25 | 2020-11-08 17:49:33 | 262 | 08:35:00 | @snowyboymedia i know lol. but fr tho, amber heard needs to die | The Golden Cross ✝ |
| 26 | 2020-11-08 18:24:24 | 248 | 14:25:58 | #justiceforjohnnydepp #deathtoheard https://t.co/wcetdokh2v | Freddy |
| 27 | 2020-11-08 18:38:19 | 67 | 01:07:24 | @alanhiggins4 @realamberheard @kamalaharris amber heard needs to die | A |
| 28 | 2020-11-08 20:37:39 | 3961 | 09:23:43 | you will die a painful death and rot in hell b**ch! @realamberheard #justiceforjohnnydepp | ❦ 𝖄𝖚𝖒 𝕻𝖊𝖗𝖗𝖞 ❦ |
| 29 | 2020-11-09 22:54:23 | 23 | 23:56:32 | @spookqween no one said anything about who i was? you said i haven’t spoke up bout depp but yet i literally just told you why..... that’s not the point though. the point was bout amber heard #boycottamberheard #killamberheard #amberhearddeservesdeath #amberheardneedstodie | senpai |
| 30 | 2020-11-10 05:15:29 | 816 | 14:13:19 | @m_ntauk retweet one more amber heard tweet i’ll kill you | 🚬🦞 |
| 31 | 2020-11-10 08:25:09 | 365 | 09:57:27 | @hatoxpuppy amber heard die hoe meinte er schlägt sie undso und joa war halt genau andersherum | xAkayax |
| 32 | 2020-11-10 13:05:29 | 314 | 13:50:44 | so who’s gonna kill amber heard, i will pay you any money | louie |
| 33 | 2020-11-10 14:20:07 | 2673 | 06:22:04 | amber heard die dumme h*re hat johnny depp ins bett gekackt und psychisch missbraucht | Erdkadse™ |
| 34 | 2020-11-11 06:00:58 | 2640 | 08:59:41 | i actually hope amber heard dies | ᴄʜᴀɴᴇʟʟᴇ🍒 |
| 35 | 2020-11-11 06:05:23 | 331 | 19:38:41 | disgusting bitch. amber shitty heard. i swear you'll get the karma you deserve one of these days. #justiceforjohnnydepp | J. |
| 36 | 2020-11-11 07:15:48 | 209 | 20:11:31 | warner bros siding amber heard? i’m not at all surprised. this is the same trash studio who used zack snyder’s daughters death to remove him when in reality they fired him because didn’t meet studios vision 🤮 | Hotshot_farhan |
| 37 | 2020-11-11 14:53:57 | 122 | 11:53:59 | @gracerandolph #justiceforjohnnydepp if johnny is not there, the movie deserves to die, it is not fair what they are doing to him | Melanie Davalos |
| 38 | 2020-11-12 06:01:08 | 808 | 18:09:42 | someone should just kill amber heard at this point | denz. |
| 39 | 2020-11-12 21:39:03 | 78 | 01:36:42 | @noctrnlvalkyrie @justicesquad2 kamala has got 2 twitter accounts, fuck, my heart is racing as hell, if kamala saw this, she will send jason to kill amber heard tomorrow | Speedster (Support JD) #DontBuyTheSun |
| 40 | 2020-11-13 01:59:38 | 1743 | 01:51:48 | did y'all forget that johnny depp threatened to kill amber heard and rape her dead body | elian |
| 41 | 2020-11-16 11:28:35 | 4119 | 12:36:47 | good morning to everyone except amber heard. fuck you bitch!! hope you get the karma you deserve. everyone else, have a great day🤗🤗 hope something amazing happens to you today 💕 | It's Sah Rah 🇹🇹 |
| 42 | 2020-11-18 14:39:53 | 695 | 17:37:23 | after the situation with johnny depp, and all the crap that is happening in the world, it becomes ashamed to call yourself a liberal. oh yes, i hope amber heard dies) | RobinTheFox |
| 43 | 2020-11-19 20:35:10 | 2644 | 20:38:49 | i hope amber heard dies today | ash |
| 44 | 2020-11-20 09:19:05 | 1266 | 17:07:43 | @planetenmaedchn yep, fucking amber heard die bitch | Paul(hat ein Ohr mehr als van Gogh) |
| 45 | 2020-11-26 08:33:18 | 500 | 05:38:00 | @vulture killing curse? you just wished death to johnny depp? who was abused by amber heard? what is wrong with you? | FLAVIN! Wald-mignon 🍩☠ |
| 46 | 2020-11-27 01:18:23 | 3462 | 23:28:11 | me watching aquaman but wanting to kill amber heard https://t.co/ponu7j85vc | ⍟ Melissa ✪ |
| 47 | 2020-11-27 21:37:36 | 210 | 22:39:54 | @jacxpearl most meme pages are just full of men saying ‘amber heard deserves to die’ and stuff like that but will make jokes about ‘waking up chris breezy’ when a woman does something wrong 😍 | Ellie (eleanor ☹️) Butler |
| 48 | 2020-11-30 09:24:16 | 774 | 16:12:31 | dear god, please kill amber heard. that’s all i ask of you🥺 | Depraved Danny✯ |
| 49 | 2020-12-01 00:14:34 | 988 | 00:56:26 | chucky had a sex-change in #cultofchucky! i can't wait to see amber heard die in #thestand! next year, the #childsplay tv series comes on @syfy! | TJ 'DEPPHEAD' Dunn |
| 50 | 2020-12-01 16:12:36 | 1026 | 13:06:08 | @spielenator @flippsnews (1/2) die frage ist doch die: kennst du alle hintergründe. weißt du wer recht hat? ich kann nicht sagen ob johnny depp oder amber heard die wahrheit sagen. ich möchte mich weder auf seine noch ihre seite stellen. ich finde, dass ist privat. | Victoria Rose 🏳️🌈 |
| 51 | 2020-12-03 19:49:42 | 1963 | 11:19:40 | @wbpictures not watching because i want to see it in theaters and only in theaters and people ain't gonna forget what happened to johnny depp #justiceforjohnnydepp i used to be a fan of streaming but now i am not #deathtostreaming | Dominic Lowe |
| 52 | 2020-12-10 09:22:22 | 4256 | 11:34:06 | if jd becomes gomez addams i will fight you all to the death to become his morticia 🖤#justiceforjohnnydepp https://t.co/ytesnv5ccz | Lady B |
| 53 | 2020-12-11 14:02:23 | 3211 | 10:10:11 | fuck megan good, marry rihanna, kill amber heard | h.i.m |
| 54 | 2020-12-11 18:07:27 | 2262 | 09:34:26 | @floydm100 @repotesyonstan @filmupdates what exactly has johnny done? because there’s actually evidence of what that lunatic amber heard has done to him. biting his finger off?? you’re supporting that? that’s the hill you chose to die on?? | friend of Dorothy |
| 55 | 2020-12-12 00:12:54 | 2493 | 19:04:34 | @paulehx_ weekly bump that amber heard can die but love that vibe | Eboy |
| 56 | 2020-12-13 01:58:20 | 2501 | 20:19:40 | @traaykat @slypyinseattle @addictedtodc_ sorry, did you not read about the texts he exchanged with paul bettany on wanting to kill amber heard and rape her corpse? | ElizaJean🖋💕 |
| 57 | 2020-12-16 02:33:13 | 1003 | 03:15:05 | amber heard dies in the new #thestand! that's the last thing i'll watch her in! #believethat! | TJ 'DEPPHEAD' Dunn |
| 58 | 2020-12-18 01:09:30 | 62 | 09:25:52 | @karadzorel @realamberheard i can't wait for amber heard to die as an actress and social activist | Wilford Arevalo |
| 59 | 2020-12-19 19:13:43 | 4273 | 18:25:07 | zombieland is one of the best movies. here's why: 1) they play one of my favourite metallica songs 2) my favourite actor bill murray is in it 3) amber heard dies | 𝓒𝓻𝓮𝓮𝓸𝓹𝓪𝓽𝓻𝓪 |
df = df_death_sub[['created_at', 'days_diff', 'hours_diff', 'text', 'username']][180:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| created_at | days_diff | hours_diff | text | username | |
|---|---|---|---|---|---|
| 0 | 2020-12-21 12:11:26 | 195 | 03:58:32 | @haltdiefressex amber heard die dumme fodse | dargu😸(paper mario fan acc) |
| 1 | 2020-12-21 18:13:05 | 3201 | 03:36:54 | @deathtonazi @ulijason @dotscaptain @beckybond007 @dccomics @marvelstudios ww84 isn’t even out yet. mos is not good. aquaman is ruined by amber heard. and again bvs is a pile of dog shit. so ww and shazam are about it. | Lucas Lambert |
| 2 | 2020-12-23 20:07:40 | 223 | 02:50:45 | last night i had a dream that amber heard died and when i woke up i never wanted to kill myself more than that very moment. | Marz |
| 3 | 2020-12-24 09:32:31 | 316 | 10:01:16 | if it was legal to murder amber heard would be 6ft in the ground <3 | k¡ndle |
| 4 | 2020-12-26 06:28:24 | 0 | 01:41:10 | @brooklynbatman_ @dc_connections amber heard murdered by gal gadot we all love to see it | Luca🇦🇷 #RestoreTheSnyderVerse🏳️🌈 |
| 5 | 2020-12-27 18:39:14 | 526 | 04:01:58 | watching #deathto2020 did lisa kudrow use amber heard as inspiration for this scene by chance? 😄 #justiceforjohnnydepp #amberheardisanabuser https://t.co/hdbdkf8rr7 | Inimitable Neuro |
| 6 | 2020-12-28 00:57:27 | 0 | 00:09:25 | @fant4sticbr @danielrpk death to amber heard, johnny depp will always be gellert grindelwald. | Ewgim Alemao |
| 7 | 2020-12-28 00:57:57 | 0 | 00:09:55 | @silviane_f death to amber heard, johnny depp will always be gellert grindelwald. | Ewgim Alemao |
| 8 | 2020-12-28 00:58:18 | 0 | 00:10:16 | @amberheardbra death to amber heard, johnny depp will always be gellert grindelwald. | Ewgim Alemao |
| 9 | 2020-12-28 00:59:06 | 0 | 00:11:04 | @applwuse death to amber heard, johnny depp will always be gellert grindelwald. | Ewgim Alemao |
| 10 | 2020-12-28 06:08:38 | 3269 | 10:35:22 | @dyangob @gracerandolph the tapes were extremely telling. lol thininking i was calling for amber heard to die by the hands of a director..... have you read comics or watch the movie?? spoiler alert, wonder woman beheads mera johnny depp lost his roles, only fit for amber to join him | Daniel Canngieter #9 |
| 11 | 2020-12-28 19:26:41 | 101 | 06:15:35 | @flonashton i was replying to a guy who said that he wanted to sew amber heard die in the dceu and so i replied with this moment in flashpoint paradox, one where wonder woman kills mera | Mofasser Arafat |
| 12 | 2020-12-28 21:04:46 | 170 | 23:29:13 | @gellertdepp amber heard doesn't care how many people has told her to go kill herself; she only cares about what people think of her only in the sense of what it can do for her or how it can fulfill her own greedy needs. | Jan S Price |
| 13 | 2020-12-29 13:57:29 | 572 | 08:23:41 | the stand is the shit, i loved the old series im so glad they gave it a reboot. perfect for where the world is rn. only thing that sucks is amber heard is in it, hope they kill that cunt off quick. | Sharon. |
| 14 | 2021-01-02 01:10:40 | 1013 | 20:22:59 | kiss @cheshireviolet (on the cheek o-ok????) kill amber heard marry @bloodyxmoonz | RobinVista |
| 15 | 2021-01-08 00:41:05 | 332 | 01:37:19 | @briankiddsalive @greensparrow14 @tangerineskiez @natgriffin3 yes how awful of me a person that survived being almost beaten to death to care for someone else that i can see has gone through something similar. at least i know how to read court documents and listen to evidence before i open my mouth! #amberheardisaliar | Donut 🍩 Wald-Mignon |
| 16 | 2021-01-13 22:57:09 | 2749 | 19:32:05 | amber heard suing disney to get back over johnny is the kiss of death to you in hollywood. think about this come backs are rare but blacklists are common so which are you here now?your next cold call for a movie might not get you a role? | carrie Jackson caton |
| 17 | 2021-01-14 20:12:18 | 1016 | 02:02:36 | @old_and_grumpy @keziakatarina @empoerior @beritmiriam du solltest dich ausreichend informieren, bevor du solche urteile fällst. es gibt tonnenweise beweise die dafür sprechen, dass amber heard die täterin war und johnny depp missbraucht hat. und artikel der boulevardpresse zählen nicht als informationsquelle. | _kaaany |
| 18 | 2021-01-16 17:20:39 | 2884 | 19:34:16 | he also said he would kill amber heard and rape her dead body, it's just insane how people chose to ignore the disgusting person he is | lola kenobi |
| 19 | 2021-01-16 20:45:35 | 2539 | 00:45:33 | you guys on that amber heard diet. | 99 |
| 20 | 2021-01-16 23:14:26 | 914 | 09:07:31 | isn't he the man who said that would kill amber heard and rape her dead body? | Sammy⁷ 🐾 |
| 21 | 2021-01-17 09:53:44 | 3745 | 08:49:09 | can you please kill amber heard’s character in the stand already @cbs? 🙄😒 | Goldie Olegario |
| 22 | 2021-01-18 18:19:00 | 872 | 19:24:30 | passenderweise spielt depps ex amber heard die evil bitch nadine. https://t.co/urvadirs65 | Coach Mischa |
| 23 | 2021-01-20 10:28:22 | 386 | 15:10:08 | how can someone be so rude? wishing death to a man, whoever he is?? disgusting. #justiceforjohnnydepp | Anna Giulia WalDepp 🙏🏻💙 |
| 24 | 2021-01-20 16:05:00 | 2510 | 22:26:12 | only way i’m watching the stand is if amber heard dies within 5 minutes | no one |
| 25 | 2021-01-20 22:29:34 | 47 | 23:59:38 | @clickywickyfan id never bb 😘😘😘 twitter mutuals death to amber heard | AradiaB0t |
| 26 | 2021-01-22 16:53:28 | 2571 | 19:06:29 | @wuro1z @glenny___ @piba20643946 @8xteilzeit @melancholivia nicht nur dass ihm nicht geglaubt wurde, vor allem vor gericht, er hat trotz beweisen, dass amber heard die misshandelnde ist, den prozess verloren. | lxndr |
| 27 | 2021-01-25 16:34:25 | 1155 | 11:25:52 | i’d kill amber heard if i could | Stupid |
| 28 | 2021-01-27 22:06:29 | 2 | 23:22:22 | 🦂 : kill amber heard and onision first. | * 𝕳𝕴𝕾 𝕴𝕹𝕱𝕰𝕽𝕹𝕬𝕷 𝕸𝕬𝕵𝕰𝕾𝕿𝖄. |
| 29 | 2021-02-01 23:56:12 | 2749 | 19:27:43 | plus all the movies that kill amber heard’s character are good movies. that is just a proven fact. with one film in particular... https://t.co/uvjs4wuumz | Quint Dunaway |
| 30 | 2021-02-04 17:14:46 | 3127 | 20:28:14 | @kiawsy @magic_saltwater god forbid, dass auch nur in erwägung gezogen wird, dass amber heard die schuldige ist. ist halt schon ziemlich mutig, sich gegen depp zu positionieren, wenn die mehrheit gegen amber ist. 😂🤷🏼♂️ | Lennart |
| 31 | 2021-02-10 20:33:46 | 2043 | 20:55:47 | this is #disgusting , i hate #amberheard but would never wish death to her or anyone! #justiceforjohnnydepp #johnnydepp #fireamberheard | blackrainbowsxo |
| 32 | 2021-02-14 09:54:47 | 103 | 16:44:56 | @wilderochester @mariewatsen @adam_waldman she is directly smearing him (not talking about paid pr articles), writing intentionally deppressing. johnny never mentioned her in any of his posts&he has nothing to do with fans’ tweets. amber heard is continously defaming & bullying him on twitter(& her fans wish death to ppl) | A M |
| 33 | 2021-02-16 23:21:00 | 940 | 03:42:00 | some people: amber heard deserves to die for her abuse of johnny depp. she’s a horrible human being. those same people: ted bundy gives me butterflies🤪 c’mon people, your internal misogyny is showing. hold everyone accountable for their actions. everyone. | Charlotte Mahn |
| 34 | 2021-02-20 18:18:32 | 679 | 03:00:12 | @xhorrorbarbie bis jetzt sieht die faktenlage nicht sehr gut für ihn aus was ich so mit bekommen habe. hab neulich schon vergleiche gehört mit johnny depp und amber heard die ich allerdings nicht passend finde. | Grumpy Isegrim |
| 35 | 2021-02-20 20:06:30 | 4288 | 08:20:09 | @fandomwire i like how amber heard died on #thestand | the Q |
| 36 | 2021-02-21 07:53:12 | 1831 | 03:39:12 | @jayspatrol death to amber heard | chris ᱬ sam wilson supremacy |
| 37 | 2021-03-18 23:59:26 | 525 | 03:30:46 | damn i was kinda hoping stephenwolf would kill amber heard’s character. how disappointing. | Prequel Stan😩 |
| 38 | 2021-03-19 00:21:25 | 2617 | 03:31:22 | i can't be the only one rooting for stephenwolf to kill amber heard right? #justiceforjohnnydepp #snydercut | Lil Jae 🐝🤘😈 |
| 39 | 2021-03-19 11:22:46 | 3500 | 01:21:29 | aquaman should of left mera to die in justice league. #justiceleague #amberheardisaliar #amberheardisanabuser | 🇸🇪 Simon Todd 🇳🇴 |
| 40 | 2021-03-19 21:18:25 | 9 | 04:16:22 | i was really rooting for stephenwolf to kill amber heard lol | Kamen Rider G3 |
| 41 | 2021-03-20 06:24:14 | 942 | 10:28:05 | rooting for steppenwolf as he tries to kill amber heard 😉 | Earl |
| 42 | 2021-03-20 12:27:53 | 345 | 12:27:16 | steppenwolf kill her. kill amber heard and write her out of the next aquaman. please. | Fiddly Dee |
| 43 | 2021-03-20 17:19:27 | 65 | 09:07:13 | @askmadness jane let me clarify i never said that i wanted amber heard to die what i meant was that her character whom i mocked by saying "ambera" should be killed off offscreen i did not wish death upon her. https://t.co/mzmekwji1h | Anirudh Rao 🇮🇳 |
| 44 | 2021-03-20 23:16:40 | 3234 | 00:19:22 | please tell me #amberheard dies in #snydercutjusticeleague not worth watching anything associated with amber heard @wbpictures you can't fire one and not the other not being fair not with evidence pointing out the real abuser #amberheardisaliar #justiceforjohhnydepp #johnnydepp | Ashley Brooke |
| 45 | 2021-03-24 23:22:54 | 3352 | 22:04:45 | when do we get to watch amber heard die in snyder’s cut? | tsarina 🌙 |
| 46 | 2021-03-25 15:45:39 | 2445 | 19:47:37 | @deppsparrow1 what happened to depp is the judge saw in email where he wished amber heard was dead, that depp tried to have heard murdered. | Universal Basic Income is the way |
| 47 | 2021-03-25 15:49:51 | 2445 | 19:51:49 | everyone demanding #justiceforjohnnydepp are all morons. everything you think you know comes from depp's team. the recording is edited and out of context. the exgf says the arrest was bs. judge ruled against depp because he tried to have amber heard murdered. it's all misogyny. | Universal Basic Income is the way |
| 48 | 2021-03-25 16:23:58 | 3970 | 18:04:07 | #justiceforjohnnydepp #keepthefaith #vastilltocome #waldmignonsunite #holdahaccountable #spreadthetruth #deathtomsm | Natasha Hoffmann |
| 49 | 2021-03-30 19:19:45 | 977 | 02:00:01 | people sayign paul bettany was wrong for saying he wanted to kill amber heard nah sis free my man he hasn't done nothing wrong | sam (she/they) |
| 50 | 2021-03-30 21:35:01 | 304 | 17:50:31 | @folklorevival im going to write this in english sorry he told to johnny depp that "we should (trigger warning) rape and then kill amber heard" | maya४ |
| 51 | 2021-04-01 04:48:27 | 313 | 12:51:11 | @brittannia_a so by not donating, amber heard has chosen death. death to sick children (who were counting on the $3.5 million pledge ah made). this is why i don't believe ah is innocent in this. she knew what she was doing. she understood the consequences. | Mona Jenn Yenn |
| 52 | 2021-04-02 19:37:30 | 4267 | 00:30:54 | johnny depp die ontslagen is van fantastic beast, maar amber heard die in aquaman 2 mag blijven is precies wat er fout is aan cancel culture #warnerbrothers | 🀄𝕮𝖆𝖗✟𝖎𝖊𝖟🀄 |
| 53 | 2021-04-07 09:41:42 | 2482 | 13:06:42 | @realamberheard die e-mails kommen daher, dass wir uns von dir nicht verarschen lassen! we simply don't like you! #amberheardisanabuser #amberheardisaliar #amberheardisahusbandbeater #amberheardisaprovenliar | Inna |
| 54 | 2021-04-07 10:09:01 | 2643 | 08:12:49 | @leyla_femme johnny depp. die beweise sprechen dafür, dass amber heard die täterin ist. trotzdem verliert nur er seine rollen und sie kann ihre behalten 😕 | Fabienne |
| 55 | 2021-04-09 19:07:53 | 403 | 22:23:57 | @fire_isis @haroldbingo @freedddem you gotta a fucking goofball. i swear if amber heard died you wouldn't say shit like this. | RENZO'S DEMISE |
| 56 | 2021-04-11 06:27:21 | 98 | 09:36:31 | @depplyhaiiows don’t want to be that person but unfortunately am :-( you actually said that you can’t wait for the day you kill amber heard in 2016! prob. in reaction to the fresh accusations. a heard supp. pointed me to the tweet. see on my tl if you like. | Anna versteeg |
| 57 | 2021-04-11 20:23:03 | 2039 | 22:50:49 | @winehousees @johnnycdebt turdstans found old tweets from brooke @depplyhaiiows saying she'll kill amber heard. instead of researching the original tweets other deppheads called them fake and created new conspiracies. brooke has locked her account and is scrubbing her page, hasn't owned up to it yet.. | L |
| 58 | 2021-04-15 21:10:56 | 759 | 22:08:23 | can we make it legal to murder amber heard and her fans yet?? | Gud At Vid Gaems |
| 59 | 2021-04-18 10:18:48 | 1171 | 15:39:33 | i literally want amber heard to die idec | n |
death_users = df_death_sub.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ntweets'})
helpers.barh(death_users.head(15), '"Kill & Death" Top Commented Users', threshold=0, c=0)
set_death_users = set(death_users.username.head(15))
helpers.contr_peaks(df_tweets, "Anal Del Rey", n=3, threshold=0)
df_threat.query(" username == 'Anal Del Rey' ").text.value_counts().head()
@nickwallis wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 3 @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 2 @johnnyhellodepp crowd boos amber heard!! share pls 1 @nosanityallowed wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 1 @karmardanmik wow have you seen this speech amber heard made dragging johnny depp?! pls share #justiceforjohnny https://t.co/7k3ybyfw5v 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "TJ 'DEPPHEAD' Dunn", n=2, threshold=0)
user = "TJ 'DEPPHEAD' Dunn"
df_threat.query(" username == @user ").text.value_counts().head()
i now pronounce amber heard and donald trump wife and husband! ya may kiss each other! highway to hell! #acdc /m\ rip 1 johnny depp is #winning! jail time for #amberheard! she needs to #plugitup! gotta watch the new stephen king's the stand on cbs all access! amber heard dies in it! it's a '90s kid thing. 1 #hiac2019 lacey evans is the amber heard of the wwe! baron corbin hates gay people! by the way, i was sick last year and i miss a lot of wwe pay-per-views. same with aew and nwa! 4.5 stars 1 #smackdown 4.5 stars! btw, the real tim dunn knows that alexis bliss is the amber heard of the wwe! not lacey evans! i bet she laughs every time johnny depp dies in #anoes and #noes6! tic toc your time is up! //// #nxtfanandaewfan! 1 amber heard should marry rose mcgowan! #rippruehalliwell #charmed wiccan my ass! they are going to hell! 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Ewgim Alemao", n=3, threshold=0)
df_threat.query(" username == 'Ewgim Alemao' ").text.value_counts().head()
@fant4sticbr @danielrpk death to amber heard, johnny depp will always be gellert grindelwald. 1 @silviane_f death to amber heard, johnny depp will always be gellert grindelwald. 1 @amberheardbra death to amber heard, johnny depp will always be gellert grindelwald. 1 @applwuse death to amber heard, johnny depp will always be gellert grindelwald. 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Universal Basic Income is the way", n=3, threshold=0)
df_threat.query(" username == 'Universal Basic Income is the way' ").text.value_counts().head()
crazy! not one of the troll johnny depp stans mentioned depps email wishing amber heard was dead. \n\nwhich means he sent it to someone. which could be construed as an attemp to have her murdered.\n\nnot one of these misogynists mentioned that. 1 @roadtothrone @dumbledelwald @mahwashajaz_ @grossinick1 @thr he's rich and powerful. he doesn't need you to defend him. \n\nhe wants you to destroy amber heard.\n\nyou are a murder cult! 1 @deppsparrow1 what happened to depp is the judge saw in email where he wished amber heard was dead, that depp tried to have heard murdered. 1 everyone demanding #justiceforjohnnydepp are all morons. everything you think you know comes from depp's team. the recording is edited and out of context. the exgf says the arrest was bs. judge ruled against depp because he tried to have amber heard murdered. it's all misogyny. 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Nertil U. Qatja", n=3, threshold=0)
df_threat.query(" username == 'Nertil U. Qatja' ").text.value_counts().head()
johnny depp threatened to kill amber heard https://t.co/vvjapyrww5 https://t.co/dlcbup5fsd 1 johnny depp threatened to kill amber heard https://t.co/vvjapyrww5 https://t.co/em09tz941c 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Nic Cage Bot", n=3, threshold=0)
df_threat.query(" username == 'Nic Cage Bot' ").text.value_counts().head()
cage plays a sorcerer who investigates the origin of a snuff film and evade a hitman sent to kill him. in the end, he finds an enormous masonic treasure beneath manhattan's trinity church. amber heard costars. 1 cage plays an alcoholic screenwriter who seduces a girl from the valley and struggles to write the screenplay. in the end, he reconciles with his wife after leaving prison. amber heard costars. 1 cage plays a mole who is a secret agent who is driven to kill his children in a mass hysteria and spends the second world war in a love triangle. in the end, he learns the true meaning of christmas. amber heard costars. 1 cage plays an italian army captain who discovers an enormous coverup of a genocide and must safely land a plane taken over by criminals. in the end, he survived being thrown off a cliff and got his revenge. amber heard costars. 1 cage plays a thief who delivers the atomic bombs to leyte island and exact his revenge on a cartel. in the end, he is killed by a drifter. amber heard costars. 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Hostilebackup", n=3, threshold=0)
df_threat.query(" username == 'Hostilebackup' ").text.value_counts().head()
@dojetunes @iwillbeblunt @_deathtopia @amh0stile @ign i got banned for saying fuck amber heard 1 @dojetunes @iwillbeblunt @_deathtopia @amh0stile @ign well, i won't be watching fb3. fuck wb and fuck amber heard and fuck jack dorsey 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "im 6’2 and a top", n=3, threshold=0)
df_threat.query(" username == 'im 6’2 and a top' ").text.value_counts().head()
@skaterscantdie johnny depp had leaked texts describing how he wanted to kill amber heard by drowning and setting her on fire and raping her 1 @misommar johnny depp had leaked texts describing how he wanted to kill amber heard by drowning and setting her on fire and raping her 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Ordo News", n=3, threshold=0)
df_threat.query(" username == 'Ordo News' ").text.value_counts().head()
johnny depp threatened to kill amber heard https://t.co/kver7ytejk https://t.co/resvdwumls 1 johnny depp threatened to kill amber heard #johnnydepp #life https://t.co/kver7ytejk https://t.co/bzbqybjhdp 1 Name: text, dtype: int64
Kill & Death (More Investigations)¶
df_amber = df_tweets[df_tweets.text.str.contains('amber')]
Kill & Murder¶
kill_murder = {'kill amber', 'killamber', 'go kill', 'kill this vampire', 'kill this bitch', 'kill this amber',
'kill that princess', 'kill that bitch', 'kill that cunt', 'kill your fucking abuser',
'it will kill you', 'i’ll kill you', 'will murder amber', 'legal to murder amber',
'please murder amber', 'like to murder amber', 'heard murdered', 'accused amber heard of murder'}
df_kill_amber = df_tweets[df_tweets.text.str.contains('|'.join(kill_murder))]
print(f'{df_kill_amber.shape[0]} contributions, made by {df_kill_amber.username.nunique()} Users')
df_kill_amber.head(1)
124 contributions, made by 93 Users
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2688 | 2018-02-13 04:13:07 | https://pbs.twimg.com/profile_banners/39748571... | Journalist. Most recently in: The Guardian, Th... | NaN | http://pbs.twimg.com/profile_images/1326438348... | en | oi america, that politician who wanted to kill... | 2746 | Gina Rushton | 2009-05-13 13:22:33 | ... | 963264748635676674 | ginarush | https://t.co/UFzkMIgVGS | 2018-02-13 | 2018 | Feb | 13 | 3197 days 14:50:34 | 3197 | 14:50:34 |
1 rows × 23 columns
helpers.text_all_peaks(df_threat, 'kill amber', n=2, threshold=0)
df_kill_amber.text.value_counts().head()
@nickwallis wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 3 @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 2 oi america, that politician who wanted to kill amber heard’s dogs is caught up in a massive scandal https://t.co/r5h3e785ch 1 we all know if johnny depp doesn’t win , someone is going to be out to kill amber heard , better get your armed police baby girl you’re dead! 👏🏼 \n\n#justiceforjohnnydepp 1 so who’s gonna kill amber heard, i will pay you any money 1 Name: text, dtype: int64
df = df_kill_amber[['created_at', 'days_diff', 'hours_diff', 'text', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| created_at | days_diff | hours_diff | text | username | |
|---|---|---|---|---|---|
| 0 | 2018-02-13 04:13:07 | 3197 | 14:50:34 | oi america, that politician who wanted to kill amber heard’s dogs is caught up in a massive scandal https://t.co/r5h3e785ch | Gina Rushton |
| 1 | 2018-02-13 04:17:58 | 3294 | 06:12:19 | oi america, that politician who wanted to kill amber heard’s dogs is caught up in a massive… https://t.co/kjiblu0y13 | K4S |
| 2 | 2018-04-04 17:19:26 | 479 | 02:24:38 | kiss, marry, kill : angelina jolie ( à l'époque de lara croft) , taylor hill ou amber heard — kill amber heard kiss taylor hill marry angelina jolie https://t.co/5w8ionqkbr | Nathan |
| 3 | 2018-06-30 19:44:56 | 1603 | 23:41:24 | britney amber - titty film school1 https://t.co/iakstlkm8n titty sweat priya rai images britney jones free sex tape porno seksy film xxxx llll xvideo dayana kill amber heard film fuck | EIos2 |
| 4 | 2018-09-08 08:00:15 | 2682 | 17:01:56 | @sohatazz kill amber heard | Z |
| 5 | 2018-10-26 03:02:52 | 1785 | 04:01:00 | movie review: three men want to kill amber heard in #londonfields https://t.co/cbx7ulhmup @londonfields18 @britx528 https://t.co/pbofcfwgfd | Irish Film Critic |
| 6 | 2019-01-05 23:33:05 | 2686 | 19:07:05 | @scintillantom ryan gosling and i are going to kill amber heard 😞 | The Mountain King |
| 7 | 2019-03-12 15:15:14 | 3243 | 00:46:13 | amber heard is cancelled. i hope aquaman 2 will take her out from the film. kill that princess mera (although i love her so much 😭) but that abuser is damn cancelled. | Anis Ashaari |
| 8 | 2019-03-13 21:19:26 | 2179 | 13:27:03 | feeling a little bit more proud that our deputy pm casually threatened to kill amber heard's tiny dogs. a little. like a 0% to 1% shift. | Cryptic In QA |
| 9 | 2019-03-19 01:44:47 | 2037 | 06:04:27 | yo i’ll kill amber heard right the fuck now she lied about johnny | hisoka morow stan acct |
| 10 | 2019-04-10 15:06:01 | 3 | 06:24:20 | marilyn manson looking ready to kill amber heard because same https://t.co/oq4uxa4ymn | ♥🍩 |
| 11 | 2019-05-03 22:53:04 | 2169 | 06:15:15 | @tennobfc marry sophie turner fuck kate mara kill amber heard | Bouli |
| 12 | 2020-02-02 05:51:09 | 2408 | 06:11:15 | i will murder amber heard for breakfast | Bluefire Baller |
| 13 | 2020-02-02 08:23:26 | 278 | 15:30:43 | ibu said shes going to kill amber heard for hurting her baby hahaha lmfao #justiceforjohnnydepp | ☆.☆ |
| 14 | 2020-02-02 10:41:39 | 1849 | 17:11:18 | captain jack sparrow abused by his wife?? what the f*ck???!!!! kill that bitch!!! #justiceforjohnnydepp | MetallidaD |
| 15 | 2020-02-02 12:09:43 | 3148 | 17:08:15 | @uaintgottheansa @mr_iuares so kill amber heard too ?or this just apply to men | The Fire FActory i.g- The_fire_factory33 |
| 16 | 2020-02-03 09:06:00 | 465 | 04:18:09 | can someone kill this bitch, amber heard? | gasai👼🏾 |
| 17 | 2020-02-03 13:50:10 | 441 | 22:42:42 | hi kill amber heard please | blm ,, acab 🏳️⚧️ |
| 18 | 2020-02-03 21:46:26 | 2354 | 22:39:00 | i wanna kill this amber heard bitch. protect johnny depp at all cost | ella♊️ |
| 19 | 2020-02-04 01:58:35 | 2956 | 21:53:30 | ill kill amber heard | Jess |
| 20 | 2020-02-04 04:06:39 | 212 | 02:04:30 | amber heard!! u monster!!!! do us a favor and go kill yoself!! where did u get that audicity earning a job in hollywood after claiming to be a victim of violence? mamatay kanang animal ka!!!! #justiceforjohnnydeep #amberheardisaliar #amberheardabusedjohnnydepp | AsunaSan |
| 21 | 2020-02-10 01:57:17 | 4256 | 20:40:27 | the in memoriam should include metoo since amber heard murdered it last week #oscars | brendon |
| 22 | 2020-02-18 13:05:20 | 3452 | 23:54:44 | i searched in google: how to kill amber heard? | Jessica V |
| 23 | 2020-02-19 20:13:34 | 4045 | 21:35:55 | @that_s_random admitting when you're wrong is a skill amber heard sorely lacks | Beet Farmer |
| 24 | 2020-02-26 20:43:46 | 151 | 20:20:58 | @skaterscantdie johnny depp had leaked texts describing how he wanted to kill amber heard by drowning and setting her on fire and raping her | im 6’2 and a top |
| 25 | 2020-02-26 20:43:56 | 151 | 20:21:08 | @misommar johnny depp had leaked texts describing how he wanted to kill amber heard by drowning and setting her on fire and raping her | im 6’2 and a top |
| 26 | 2020-02-27 04:20:23 | 1439 | 18:18:11 | johnny depp threatened to kill amber heard in several text messages to his friend! also, drunk and high on flight where she said she was abused! vanity fair: johnny depp’s disturbing alleged text messages read aloud in court as libel lawsuit begins. https://t.co/iduogq6wqy | Becca loves comics |
| 27 | 2020-02-28 21:01:13 | 1489 | 21:04:14 | johnny depp threatened to kill amber heard https://t.co/kver7ytejk https://t.co/resvdwumls | Ordo News |
| 28 | 2020-02-28 21:01:23 | 3650 | 05:00:48 | johnny depp threatened to kill amber heard https://t.co/vvjapyrww5 https://t.co/dlcbup5fsd | Nertil U. Qatja |
| 29 | 2020-03-01 14:12:05 | 1491 | 14:15:06 | johnny depp threatened to kill amber heard #johnnydepp #life https://t.co/kver7ytejk https://t.co/bzbqybjhdp | Ordo News |
| 30 | 2020-03-01 17:51:10 | 2935 | 02:36:40 | johnny depp threatened to kill amber heard https://t.co/3ga9vq0dg5 https://t.co/albfpjankn | ORDO Store |
| 31 | 2020-03-01 17:51:11 | 3652 | 01:50:36 | johnny depp threatened to kill amber heard https://t.co/vvjapyrww5 https://t.co/em09tz941c | Nertil U. Qatja |
| 32 | 2020-03-01 17:51:12 | 877 | 07:42:07 | johnny depp threatened to kill amber heard https://t.co/zr5ufwkwwc https://t.co/0ovd17bz3v | VOP Today News |
| 33 | 2020-03-03 00:52:01 | 3717 | 18:03:55 | @mr_e_nygma @buzzfeednews johnny depp was planning to kill amber heard so...maybe it’s time to have more nuanced conversations about toxic relationships and abuse. | Small Screen Girl |
| 34 | 2020-03-04 19:59:40 | 290 | 17:39:58 | @pussydestroya18 why kill trump when you can kill amber heard? | נ |
| 35 | 2020-03-18 06:11:41 | 359 | 00:33:40 | @derfandalorian but guess what? there is no evidence that johnny ever threatened to kill amber heard but there are mountain of evidence along with heard's won admission of abusing depp. but you still choose to argue!! oh yeah sure. https://t.co/mqazvdws0k | S e r e i n |
| 36 | 2020-04-04 18:31:16 | 2083 | 08:53:40 | johnny depp’s past messages reveal he wanted to kill amber heard https://t.co/q8nwhdkwvo https://t.co/f1vlptuyd3 | Fashion Blocks |
| 37 | 2020-04-28 13:09:26 | 4008 | 11:34:22 | @rezaindm why? just kill amber heard first. | Falah Rasyid Cohen |
| 38 | 2020-05-25 22:07:15 | 1653 | 06:56:06 | supporters of #johnnydepp are accused by the amber stans of threatening to kill amber heard and his supporters, of intimidating them. however - besides comparing #johnnydepp to hitler - in this thread, the amber stans wish him death or threaten to kill him and his supporters. ⏬ | 🍩🍉M.G. Justice For Johnny Depp⚖Wald-Mignon🦋🌞🌷 |
| 39 | 2020-06-26 20:45:27 | 1866 | 03:45:59 | johnny depp said he would kill amber heard then fuck her dead corpse, he's not innocent | stella |
| 40 | 2020-07-09 17:06:13 | 2533 | 11:57:16 | i would like to murder amber heard | Ty🤠 |
| 41 | 2020-07-09 20:03:28 | 1455 | 00:17:35 | depp stans love suggesting that he said “let’s rape and kill amber heard” in response to him reacting to his abuser but depp said it was because bettany didn’t like heard because heard objected to their [ jd and pb’s ] drug abuse and she didn’t like bettany’s enabling. 🙂🙂🙂 https://t.co/dsqxjuzspf | jade. 🌹 |
| 42 | 2020-07-09 21:59:51 | 2167 | 23:21:03 | @rach_esmeralda petition to kill amber heard | clairizzle. (claireandco, check out my shop) |
| 43 | 2020-07-20 17:41:02 | 1420 | 17:58:05 | johnny depp trial update: depp allegedly told kill amber heard 'i'll f***king kill you and f*** your corpse' https://t.co/o0xsyzbyb2 https://t.co/wsjwvkujba | Barstool Sports |
| 44 | 2020-07-20 19:20:44 | 69 | 21:27:08 | amber heard (mentions word kill) media- (johnny depp threatened to kill amber heard) typical monday | Justice4ALL |
| 45 | 2020-07-21 01:13:36 | 4083 | 01:39:26 | @barstoolsports with a name like kill amber heard, she should expect some threats of killing | dudepression |
| 46 | 2020-07-21 02:13:58 | 1776 | 07:52:15 | @_sadgvrl_ i’m honestly more upset that the media isn’t even reporting on this. she contradicts herself and gets caught in lies— even calls the barrister a liar— and yet all i’m seeing is “johnny depp threatened to kill amber heard” like yeah okay | princess zelda defense unit |
| 47 | 2020-08-13 11:11:48 | 586 | 12:13:47 | wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 48 | 2020-08-13 11:12:01 | 586 | 12:14:00 | @looksbyliam wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 49 | 2020-08-13 11:12:13 | 586 | 12:14:12 | @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 50 | 2020-08-13 11:12:25 | 586 | 12:14:24 | @theinfamousone6 @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 51 | 2020-08-13 11:12:46 | 586 | 12:14:45 | @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 52 | 2020-08-13 11:13:14 | 586 | 12:15:13 | @charnelejgomez wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 53 | 2020-08-13 11:13:23 | 586 | 12:15:22 | @billfoxla @foxla wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 54 | 2020-08-13 11:13:44 | 586 | 12:15:43 | @thatbrianfella wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 55 | 2020-08-13 11:14:14 | 586 | 12:16:13 | wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos @incrediblyaverage @adam_waldman https://t.co/zrhnz8jraf | Anal Del Rey |
| 56 | 2020-08-13 11:14:23 | 586 | 12:16:22 | @thedivinevenus wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 57 | 2020-08-13 11:14:34 | 586 | 12:16:33 | @xxvidhixx @kendallraeonyt wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 58 | 2020-08-13 11:14:55 | 586 | 12:16:54 | @itsnicksnider wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
| 59 | 2020-08-13 11:28:43 | 586 | 12:30:42 | @eparishio wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | Anal Del Rey |
kill_amber_users = df_kill_amber.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ntweets'})
helpers.barh(kill_amber_users.head(15), '"Kill Amber" Top Commented Users', threshold=0, c=0)
Kill Her¶
df_kill_her = df_tweets[df_tweets.text.str.contains('kill her')]
print(f'{df_kill_her.shape[0]} contributions, made by {df_kill_her.username.nunique()} Users')
df_kill_her.head(1)
454 contributions, made by 404 Users
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6999 | 2018-05-25 20:54:14 | https://pbs.twimg.com/profile_banners/14083331... | Pretty friendly, kind of sassy. Psychic/Psycho. | NaN | http://pbs.twimg.com/profile_images/9799768446... | en | @myshellcc he beat his ex-wife (amber heard) m... | 306 | Claudia Monet | 2013-05-06 18:05:43 | ... | 1000117864190369792 | Mie_Belle | https://t.co/mEb4SH4iaW | 2018-05-25 | 2018 | May | 25 | 1845 days 02:48:31 | 1845 | 02:48:31 |
1 rows × 23 columns
helpers.text_all_peaks(df_kill_her, 'kill her', n=2, threshold=0)
helpers.users_all_peaks(df_kill_her, 'kill her', n=10, threshold=0)
df_kill_her.text.value_counts().head()
amber heard says she feared johnny depp would kill her, denies drug use claims https://t.co/4vxrqjpikk via @justjared 2 amber heard says johnny depp threatened to kill her https://t.co/s9lkuygek1 2 amber heard alleges she was afraid johnny depp was going to kill her https://t.co/xib1nmmkgk via @variety 1 amber heard tells court she feared depp would kill her https://t.co/1gmohktdgn 1 https://t.co/soz365wxbr amber heard tells libel trial she feared johnny depp would kill her: court hears testimony from actor’s ex-wife, who says he was abusive and violent amber heard feared she would be killed by johnny depp, who was violent and abusive when high on drink or… https://t.co/paclq1djxx 1 Name: text, dtype: int64
df = df_kill_her[['created_at', 'days_diff', 'hours_diff', 'text', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| created_at | days_diff | hours_diff | text | username | |
|---|---|---|---|---|---|
| 0 | 2018-05-25 20:54:14 | 1845 | 02:48:31 | @myshellcc he beat his ex-wife (amber heard) multiple times, threatened to kill her, was emotionally & verbally abusive, a drunk, & who knows what else. | Claudia Monet |
| 1 | 2018-09-27 22:01:28 | 3010 | 21:33:34 | @itfansofdepp by connecting him to this & her it's helping feed the abuse allegations cuz your connecting them which makes people bring it up again & fight about it your dragging it out on him ignore it let this movie bomb on it's own, & kill her career...unless you are an amber heard fan | EricKa N. Gon #IBelieveJohnnyDepp |
| 2 | 2019-01-18 01:12:03 | 434 | 18:45:43 | @piersmorgan can’t help stupid! if amber heard ever got a decent brain wave it would probably kill her. | Susan Illes |
| 3 | 2019-03-13 10:22:19 | 2171 | 05:24:50 | amber heard took on a role in aquaman where a pirate is trying to kill her, and johnny depp has been playing a pirate in potc all this time? | Usman |
| 4 | 2019-03-13 11:06:55 | 2848 | 22:32:36 | amber heard just kill her career, and for mr depp.. i just can't say a word, get well soon😢 | aku adalah |
| 5 | 2019-03-16 04:17:13 | 3223 | 10:28:10 | @realdonnywood amber heard in drive angry has one of the best lines ever after this guy threatens to kill her? | Conor Gallagher |
| 6 | 2019-04-11 23:44:48 | 3794 | 00:42:19 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/fgy6mzwm66 | Variety |
| 7 | 2019-04-11 23:45:33 | 3633 | 03:39:30 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/bopkxrqhia https://t.co/ufgnqx5rpp | Variety_Music |
| 8 | 2019-04-11 23:47:23 | 216 | 04:18:40 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/dkovwrqjj2 amber heard has recounted years of abuse she endured by her ex-husband, johnny depp, in new court documents filed... https://t.co/0g2aq6qdda | Harley Thea |
| 9 | 2019-04-11 23:47:36 | 359 | 18:36:31 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/15gec93kyb https://t.co/qgqjfbdjkf | Emilie Boge |
| 10 | 2019-04-11 23:49:26 | 3478 | 08:58:32 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/hbj2gris5l via @variety | Amber Heard Italia Fans |
| 11 | 2019-04-11 23:50:04 | 3681 | 18:18:42 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/bydydhefpj #news #amberheard https://t.co/cn0lbmbti1 | Sebastian St. George |
| 12 | 2019-04-11 23:50:05 | 3329 | 04:05:27 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/vnxqgsotyp https://t.co/sp1hh7b9kl | DevinmillsLA |
| 13 | 2019-04-11 23:50:59 | 150 | 03:47:22 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/b6yh9x2nbi #news | Dnyuz |
| 14 | 2019-04-12 00:11:18 | 1200 | 10:33:04 | #amber #heard #claims #johnny depp #threatened to kill her #during #years of abuse https://t.co/pivhqkjp21 https://t.co/doaghqphgn | BloGoal |
| 15 | 2019-04-12 00:48:25 | 3535 | 07:38:44 | #rt @variety: amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/9xvi6bit9b | 1066 Productions |
| 16 | 2019-04-12 00:54:31 | 1090 | 14:52:55 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/hhrommxkuy | Aaron Carruthers |
| 17 | 2019-04-12 01:07:14 | 1660 | 06:17:35 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/4cxx0wttrg | The Short to Feature Lab |
| 18 | 2019-04-12 01:10:03 | 3632 | 09:35:42 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/jc7yygp061 via @variety | Magalie Abraham |
| 19 | 2019-04-12 01:15:37 | 1436 | 13:51:22 | amber heard claims johnny depp threatened to kill her during abuse – variety https://t.co/gs9y4mrqvh https://t.co/kcabkwqdri | Sortiwa |
| 20 | 2019-04-12 02:29:10 | 1773 | 01:02:11 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/2hufxtjr03 via @variety | Gina Lawriw |
| 21 | 2019-04-12 02:30:50 | 1444 | 19:13:15 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/unumufue5v via @variety (the truth always comes out in the end; for the meantime, people should stop judging ah!) | R&MMF |
| 22 | 2019-04-12 02:36:00 | 3799 | 08:56:34 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/xkkywfplpq via @variety | Christian Toto |
| 23 | 2019-04-12 03:08:03 | 3653 | 02:11:00 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/czrjnngoqj | DotVideo (Dot.VIDEO) |
| 24 | 2019-04-12 03:19:13 | 3629 | 01:47:47 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/8dpgyussew via @variety | Micheal Soriano |
| 25 | 2019-04-12 04:12:45 | 3917 | 14:42:33 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/gbrlsarknx via @variety | 📰The_News_DIVA📰 |
| 26 | 2019-04-12 04:47:51 | 2484 | 15:56:31 | amber heard claims johnny depp threatened to kill her during years of abuse - variety - https://t.co/tcztcufa0o https://t.co/ynalrrfjdc | e-news.US |
| 27 | 2019-04-12 05:12:55 | 1788 | 03:00:48 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/eqwe6wdq2d | Velma Jones/Redgal60 |
| 28 | 2019-04-12 05:28:03 | 1231 | 12:25:12 | amber heard claims johnny depp threatened to kill her during years of abuse - variety https://t.co/tddajkdfot | Tell(テル) |
| 29 | 2019-04-12 07:25:16 | 1166 | 01:05:50 | johnny depp sues ex-wife for $50 million in defamation suit - time johnny depp sues ex-wife for $50 million in defamation suit time amber heard claims johnny depp threatened to kill her during years of abuse variety amber heard details horrific new … https://t.co/ekqetv8zdg | Ayubi |
| 30 | 2019-04-12 07:31:14 | 3523 | 05:24:56 | amber heard claims johnny depp threatened to kill her during years of abuse - variety https://t.co/yi9hkhqotc | Atlanta Tips |
| 31 | 2019-04-12 07:35:27 | 1166 | 01:16:01 | amber heard claims johnny depp threatened to kill her during years of abuse - variety amber heard claims johnny depp threatened to kill her during years of abuse variety amber heard has recounted years of abuse she endured by her ex-husband, johnny dep… https://t.co/zdesvcqguy | Ayubi |
| 32 | 2019-04-12 07:37:20 | 2953 | 04:55:32 | amber heard claims johnny depp threatened to kill her during years of abuse - variety https://t.co/8ysu3jvg0x | BR |
| 33 | 2019-04-12 07:43:07 | 979 | 01:27:05 | amber heard claims johnny depp threatened to kill her during years of abuse - variety https://t.co/g1cbq2zlsg | Social Brief Info |
| 34 | 2019-04-12 07:52:32 | 2148 | 01:42:57 | amber heard claims johnny depp threatened to kill her during years of abuse - variety: amber heard claims johnny depp threatened to kill her during years of abuse variety amber heard has recounted years of abuse she endured by her ex-husband, johnny… https://t.co/nngztt2i3j | Boone North Carolina |
| 35 | 2019-04-12 07:59:48 | 809 | 05:54:38 | amber heard claims johnny depp threatened to kill her during years of abuse – variety https://t.co/dnrdjmbe9z | kanon kinjou |
| 36 | 2019-04-12 08:20:38 | 552 | 03:03:24 | amber heard claims johnny depp threatened to kill her during years of abuse - variety https://t.co/9ronvinbui | Bravo News |
| 37 | 2019-04-12 08:29:43 | 1743 | 12:27:38 | amber heard claims johnny depp threatened to kill her during years of abuse - variety https://t.co/rihtrnc6no | Elisha Aniston |
| 38 | 2019-04-12 09:12:34 | 1170 | 20:59:33 | amber heard claims johnny depp threatened to kill her during years of abuse - variety https://t.co/td9pbkefcw | Trumpeth Magazine |
| 39 | 2019-04-12 09:31:48 | 399 | 07:21:39 | #latestnews #trending amber heard claims johnny depp threatened to kill her during years of abuse - variety https://t.co/pu5h2pivln | Ritika Singh |
| 40 | 2019-04-12 10:11:39 | 3827 | 11:11:06 | amber heard claims johnny depp threatened to kill her during years of abuse - variety https://t.co/rtlzlf3tid via @googlenews | Webster Alexander Rogers, Jr. |
| 41 | 2019-04-12 11:20:17 | 1709 | 17:38:17 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/hjydroy2qf | 140 Reviews |
| 42 | 2019-04-12 12:44:18 | 4258 | 13:46:44 | in a new court filing, amber heard claims johnny depp threatened to kill her https://t.co/tvbgfgsfvt https://t.co/evi5jrtbr4 | Jezebel |
| 43 | 2019-04-12 14:00:46 | 1384 | 14:41:49 | amber heard claims johnny depp threatened to kill her during abuse – variety @jodyscorner1 @thajay3life https://t.co/jsnt46jqvu | MG |
| 44 | 2019-04-12 14:10:43 | 1870 | 15:48:14 | amber heard says she feared johnny depp might kill her https://t.co/yittlhk5oz | Ivy Terska |
| 45 | 2019-04-12 14:12:51 | 1651 | 20:31:20 | amber heard claims depp threatened to kill her - https://t.co/ukv5fzy4jk #cinemashowbiz #entertainment #hollywood #hotnews https://t.co/mgryeo9png | Punjab Update |
| 46 | 2019-04-12 14:36:42 | 2991 | 08:27:09 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/wjdew22j9j | Ruben Rbg |
| 47 | 2019-04-12 14:44:40 | 2492 | 17:31:41 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/ufgihkkrlt | Anna Nutt |
| 48 | 2019-04-12 15:16:37 | 175 | 22:49:45 | amber heard claims johnny depp threatened to kill her during abuse https://t.co/y33bqkfk2i https://t.co/4uyb8nnmhz | Luxoney |
| 49 | 2019-04-12 15:23:31 | 3599 | 21:45:14 | amber heard claims johnny depp threatened to kill her during years of abuse https://t.co/tmqaek564z | James J Jurovic - Apollo Replacement Windows LLC |
| 50 | 2019-04-12 15:32:02 | 2973 | 21:02:02 | amber heard claims depp threatened to kill her - https://t.co/y9drihvsn5 https://t.co/gsidyyxuwm | Des Pardes Times |
| 51 | 2019-04-12 15:32:49 | 3304 | 21:16:52 | amber heard claims depp threatened to kill her- punjab star https://t.co/sls1pjjwol | Simrat Grewal |
| 52 | 2019-04-12 15:38:24 | 1079 | 19:36:31 | amber heard says she feared johnny depp might kill her https://t.co/ppqm4mzybu | Gina Miley |
| 53 | 2019-04-12 16:01:52 | 3493 | 02:31:23 | #amber #heard claims depp threatened to kill her https://t.co/zsr4al1wjx #abuse,#actress,#amber,#angeles,#endured,#heard,#heard los,#recounted,#years https://t.co/dp5xgtwan7 | Siliconeer |
| 54 | 2019-04-12 16:43:25 | 3436 | 21:48:14 | rofl nothing adds up to the story. even a 1st grader can tell a better story... the court needs #judgejudy for this. jezebel: in a new court filing, amber heard claims johnny depp threatened to kill her. https://t.co/v74yd3zvzp via @googlenews | Praveen Ram |
| 55 | 2019-04-12 18:24:04 | 1664 | 02:05:26 | amber heard claims johnny depp threatened to kill her during abuse https://t.co/8lye8yzyne | Haley Anderson |
| 56 | 2019-04-12 18:25:34 | 1598 | 12:38:17 | amber heard claims johnny depp threatened to kill her during abuse https://t.co/gja390bxwd #entertainment | Not Blake Shelton |
| 57 | 2019-04-12 20:39:48 | 850 | 19:35:00 | new post: amber heard claims depp threatened to kill her https://t.co/4daedumjxh | The Rahnuma Daily |
| 58 | 2019-04-12 22:14:51 | 1205 | 22:51:59 | amber heard claims johnny depp threatened to kill her during years of abuse - only-johnny-depp: “a tale... https://t.co/cvwqrexro3 | Support Johnny Depp ♡ Stream City of Lies 🏆 |
| 59 | 2019-04-12 22:36:14 | 669 | 13:41:38 | amber heard says johnny depp "tried to kill her" in new abuse claims https://t.co/autzzjtllo https://t.co/pawhpbdcmf | Next Divas |
kill_her_users = df_kill_her.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ntweets'})
helpers.barh(kill_her_users.head(15), '"Kill Her" Top Commented Users', threshold=0, c=0)
Death¶
death_list = {'deathto', "death to", 'rots to death', 'painful death', 'starves herself to death',
'burned to death'}
df_deathto = df_tweets[df_tweets.text.str.contains('|'.join(death_list))]
df_deathto.text.value_counts().head()
@hollywoodvamps i hope amber heard starves herself to death nasty poser she ain’t nothing but a notch on the belt nigga don’t worry no one wants her but her trash ass ex. no one can trust her money grubbing looser bitch watch out boys 1 "difference between life or death to a child" \nthis vile piece of turd uses dying children just for publicity. she needs to answer for everything she's done.\n#holdahaccountable\n#amberheardisagolddigger #amberheardisafraud \n#justiceforjohnnydepp \n#perjury 1 you will die a painful death and rot in hell b**ch! @realamberheard #justiceforjohnnydepp 1 warner bros siding amber heard? i’m not at all surprised. this is the same trash studio who used zack snyder’s daughters death to remove him when in reality they fired him because didn’t meet studios vision 🤮 1 @vulture killing curse? you just wished death to johnny depp? who was abused by amber heard? what is wrong with you? 1 Name: text, dtype: int64
df = df_deathto[['created_at', 'days_diff', 'hours_diff', 'text', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| created_at | days_diff | hours_diff | text | username | |
|---|---|---|---|---|---|
| 0 | 2018-02-02 04:18:04 | 40 | 03:51:12 | @hollywoodvamps i hope amber heard starves herself to death nasty poser she ain’t nothing but a notch on the belt nigga don’t worry no one wants her but her trash ass ex. no one can trust her money grubbing looser bitch watch out boys | rebeka lyn rocha |
| 1 | 2019-05-22 02:42:10 | 3354 | 08:18:11 | @ssupergay are you out of your mind?.did you even bother to read the article?. and also here are his court documents.https://t.co/uxvj9quxqy .more women will testify that they were abused by amber heard. stop trying to silence victims and wishing death to people!!!. https://t.co/olcozulfwz | Mione48 |
| 2 | 2019-05-23 10:56:18 | 1387 | 00:03:49 | @calenstar @saywecantoxic15 @thatbrianfella @_goliiii_ @annamariaam1 @lenny45678 @rammf1898 @realamberheard @brainpicker you should ask lily-rose depp about what she experienced 3 years ago when amber heard's supporters were spamming a 16 year old teen with insults and death threats wishing her father a painful death. and they still stalk her, that's why she stoped sharing photos with her dad. | 🦨 |
| 3 | 2019-07-05 21:17:25 | 3399 | 02:53:26 | @jfwong @anaheimyet @sklumos amber heard´s fans are the toxic fandom, they have been bullying johnny depp´s kids for years, lily-rose and jack,they wished death to johnny, they bullied every person who posted a picture online with him and they declared him guilty the first day without a trial. | Mione48 |
| 4 | 2019-11-17 18:45:31 | 2498 | 05:40:57 | @skylerhxc @soapw1 lol yes because amber heard stans clearly wishing death to johnny depp's kids and mocking him by saying "too bad he didn't die" the second they saw this picture, isn't aggressive at all. you have some strong ignorant nerves. https://t.co/cg9hbewyft | Sienna |
| 5 | 2019-11-27 03:04:31 | 206 | 18:03:35 | @realamberheard @un_women @patrickwilson73 irony just died a painful death. imagine being an abuser & still fooling public with your fake activism & constipated smile #amberheardisanabuser https://t.co/cxhiujjt6k | ˗ˏˋ ammar ˎˊ˗ |
| 6 | 2019-11-29 13:29:27 | 577 | 04:17:09 | i never wish death to people, i'm not like that, no matter what they did. however, i do wish some people have never been born, amber heard being one of them. the world would be a better place. | . |
| 7 | 2020-02-01 20:40:47 | 549 | 04:08:26 | amber heard deserves to die a slow painful death. period. 😌 | 𝖛𝖆𝖓𝖔𝖗𝖆🕸 |
| 8 | 2020-02-02 23:19:16 | 3076 | 23:18:07 | amber heard now joins katie hopkins on the list of females a hope die a horrible painful death | ™ |
| 9 | 2020-02-09 01:22:28 | 3940 | 00:51:36 | amber heard deserves the most painful death imaginable. lying ass bitch! | Monokuma & the Monokubs |
| 10 | 2020-02-09 07:28:04 | 2517 | 08:36:09 | @westeddavid @ahitgalleria yeah.. no. why should they when amber heard stans never we’re civil to begin with. 4 yrs of making depp death memes, wishing death to his fans, making fun of his pictures.toxic abusers. never stayed on their own lane. its a bad look and it shows who the real abuse apologists are. | Salem |
| 11 | 2020-03-16 20:15:10 | 711 | 21:43:49 | cage plays a new orleans p.d. lieutenant who attempts to save the son of the devil and his ship is sunk and his crew is terrorized by sharks. in the end, he stung by bees and burned to death. amber heard costars. | Nic Cage Bot |
| 12 | 2020-03-29 13:15:39 | 811 | 21:05:31 | dear christians, these are the kind of pests you defend when you say “only a coward hits a woman”. these are the vermin you speak of when you say: #believewomen amber heard should be locked up. preferably in a cell of violent offenders. #justiceforjohnnydepp #deathtoamberheard https://t.co/rwdivzxp7l | ppl_these_days |
| 13 | 2020-04-29 20:41:51 | 927 | 02:26:04 | @324_b21 @grumpyyetamusin @deathtodickens he didn't, she was exposed as having lied about it and was the actual abuser...like are ya'll living under a rock? i swear, why do you think the hastags #justiceforjohnny #amberheardisanabuser trended? | JaneHegemon |
| 14 | 2020-05-22 10:42:50 | 2797 | 08:17:55 | @lyttlewyng you didn't exist. you don't exist. you're not there. you're not there. you are a f---ing made up thing in my head. if it isn't quite true already, it certainly won't be long before #amberheardisirrelevant. #likedeathtonarcissists #justiceforjohnnydepp | le Coin Bureau |
| 15 | 2020-06-26 20:46:37 | 4128 | 15:04:49 | now that johnny depp is clearing his name it's now time for everyone who cancelled his ass and wished for his death to apologize and say they were wrong. also, amber heard needs to be removed from the #dceu | Adam Schwietz |
| 16 | 2020-07-12 01:43:02 | 908 | 00:09:54 | if looks could kill...that would have been a very painful death 💀 #amberheardisanabuser https://t.co/xroyc5ynu8 | Arwen sparrow |
| 17 | 2020-07-12 03:40:13 | 4033 | 18:02:51 | i can envision funeral music at this bash for amber heard's career. doom doom de doom. its nice they celebrate death to her career. | Rwish |
| 18 | 2020-07-20 12:22:22 | 39 | 01:52:36 | i'm sick to death to hearing about these two and their narcissistic, toxic marriage. they're both as bad as one another. amber heard at court to give 3 days of evidence against johnny depp https://t.co/c7fxoo7fag via https://t.co/7arus9vgts | Jane Gail |
| 19 | 2020-07-21 23:51:01 | 18 | 13:18:38 | @ripblissxr dumbasses would rather fight to the death to cancel chris evans but won't do shit to get amber heard fired from aquaman 2 even tough we know how evil that women is this just shows that cancel culture only targets men and don't give a crap about women who deserved to get cancelled | 𝔸𝕤𝕙𝕦 |
| 20 | 2020-07-24 12:59:30 | 970 | 07:31:20 | she is for a fact acting up, and scared to death to even talk about it, that’s how victims usually act when they’ve been abused. imagine amber heard manipulating and obviously abusing her sister during all her life?? how many lifes amber need to destroy for her own pleasure?? | FAMLOVE |
| 21 | 2020-08-06 21:24:07 | 4176 | 10:16:52 | so terribly sad someone took their life. however she smashed her boyfriends head in with a lamp, and therefore needed arresting, for the same reason no one is defending amber heard. don’t confuse the sadness of someone’s death to excuse appalling behaviour. #carolineflack | Laura Caress |
| 22 | 2020-08-24 20:46:14 | 40 | 07:56:45 | @dccomicsonfilm @rhafaelaseo @aquamanbrasil @aquamantalk @centralaquaman @theatlantisking @aquaman_2022 @aquaman_ @deathtoatlantis @atlanteanorin @oceanicreign @aqua_man010 i head amber heard is back in the movie. fuck this i’m not watching it #amberheardabusedjohnnydepp #wejustdontlikeyouamber | LD dorji |
| 23 | 2020-09-01 16:13:23 | 614 | 18:50:37 | fuck amber heard, she could fucking die a painful death and i wouldn't care | VeinsS |
| 24 | 2020-10-20 22:15:14 | 929 | 23:43:53 | cage plays an lapd lieutenant who tries to defeat a former bank heist accomplice and takes down the mob. in the end, he stung by bees and burned to death. amber heard costars. | Nic Cage Bot |
| 25 | 2020-11-02 17:23:25 | 3024 | 21:19:13 | once again fuck amber heard hope mera dies a slow and painful death in aquaman 2 💯 | damo🪐💫 |
| 26 | 2020-11-06 17:12:08 | 0 | 00:10:51 | @dojetunes @iwillbeblunt @_deathtopia @amh0stile @ign i got banned for saying fuck amber heard | Hostilebackup |
| 27 | 2020-11-06 17:19:56 | 0 | 00:18:39 | @dojetunes @iwillbeblunt @_deathtopia @amh0stile @ign well, i won't be watching fb3. fuck wb and fuck amber heard and fuck jack dorsey | Hostilebackup |
| 28 | 2020-11-06 18:16:13 | 2180 | 04:31:07 | i hope amber heard rots to death. absolutey vile piece of shit | din djarofjamin |
| 29 | 2020-11-06 19:24:38 | 3359 | 10:38:35 | amber heard deserves a slow painful death. | Muthoni. |
| 30 | 2020-11-08 18:24:24 | 248 | 14:25:58 | #justiceforjohnnydepp #deathtoheard https://t.co/wcetdokh2v | Freddy |
| 31 | 2020-11-08 20:37:39 | 3961 | 09:23:43 | you will die a painful death and rot in hell b**ch! @realamberheard #justiceforjohnnydepp | ❦ 𝖄𝖚𝖒 𝕻𝖊𝖗𝖗𝖞 ❦ |
| 32 | 2020-11-11 07:15:48 | 209 | 20:11:31 | warner bros siding amber heard? i’m not at all surprised. this is the same trash studio who used zack snyder’s daughters death to remove him when in reality they fired him because didn’t meet studios vision 🤮 | Hotshot_farhan |
| 33 | 2020-11-26 08:33:18 | 500 | 05:38:00 | @vulture killing curse? you just wished death to johnny depp? who was abused by amber heard? what is wrong with you? | FLAVIN! Wald-mignon 🍩☠ |
| 34 | 2020-12-03 19:49:42 | 1963 | 11:19:40 | @wbpictures not watching because i want to see it in theaters and only in theaters and people ain't gonna forget what happened to johnny depp #justiceforjohnnydepp i used to be a fan of streaming but now i am not #deathtostreaming | Dominic Lowe |
| 35 | 2020-12-10 09:22:22 | 4256 | 11:34:06 | if jd becomes gomez addams i will fight you all to the death to become his morticia 🖤#justiceforjohnnydepp https://t.co/ytesnv5ccz | Lady B |
| 36 | 2020-12-21 18:13:05 | 3201 | 03:36:54 | @deathtonazi @ulijason @dotscaptain @beckybond007 @dccomics @marvelstudios ww84 isn’t even out yet. mos is not good. aquaman is ruined by amber heard. and again bvs is a pile of dog shit. so ww and shazam are about it. | Lucas Lambert |
| 37 | 2020-12-27 18:39:14 | 526 | 04:01:58 | watching #deathto2020 did lisa kudrow use amber heard as inspiration for this scene by chance? 😄 #justiceforjohnnydepp #amberheardisanabuser https://t.co/hdbdkf8rr7 | Inimitable Neuro |
| 38 | 2020-12-28 00:57:27 | 0 | 00:09:25 | @fant4sticbr @danielrpk death to amber heard, johnny depp will always be gellert grindelwald. | Ewgim Alemao |
| 39 | 2020-12-28 00:57:57 | 0 | 00:09:55 | @silviane_f death to amber heard, johnny depp will always be gellert grindelwald. | Ewgim Alemao |
| 40 | 2020-12-28 00:58:18 | 0 | 00:10:16 | @amberheardbra death to amber heard, johnny depp will always be gellert grindelwald. | Ewgim Alemao |
| 41 | 2020-12-28 00:59:06 | 0 | 00:11:04 | @applwuse death to amber heard, johnny depp will always be gellert grindelwald. | Ewgim Alemao |
| 42 | 2021-01-01 17:48:38 | 3791 | 21:51:06 | i'm watching #deathto2020 on @netflix and lisa kudrow's character reminds me of amber heard when she's being presented with evidence that she abused johnny depp. #justiceforjohnnydepp https://t.co/4koyfl7fab | Sharis 🏴☠️ |
| 43 | 2021-01-04 08:00:24 | 2051 | 05:46:00 | "difference between life or death to a child" this vile piece of turd uses dying children just for publicity. she needs to answer for everything she's done. #holdahaccountable #amberheardisagolddigger #amberheardisafraud #justiceforjohnnydepp #perjury | John Waldman 🇨🇦 |
| 44 | 2021-01-08 00:41:05 | 332 | 01:37:19 | @briankiddsalive @greensparrow14 @tangerineskiez @natgriffin3 yes how awful of me a person that survived being almost beaten to death to care for someone else that i can see has gone through something similar. at least i know how to read court documents and listen to evidence before i open my mouth! #amberheardisaliar | Donut 🍩 Wald-Mignon |
| 45 | 2021-01-13 22:57:09 | 2749 | 19:32:05 | amber heard suing disney to get back over johnny is the kiss of death to you in hollywood. think about this come backs are rare but blacklists are common so which are you here now?your next cold call for a movie might not get you a role? | carrie Jackson caton |
| 46 | 2021-01-14 18:15:25 | 212 | 03:12:32 | @nerd_unbiased @deathtonazi @getfandom i'm sure you'd like it even more if they had hired an abuser like amber heard for additional scenes like snyder did | Qans |
| 47 | 2021-01-14 18:19:27 | 212 | 03:16:34 | @nerd_unbiased @deathtonazi @getfandom one bad tweet doesn't make you a racist, would you rather the guy that chokes women (miller), the guy with two sexual harassments (affleck), a guy that's afraid of the metoo movement (cavill) or amber heard? | Qans |
| 48 | 2021-01-14 18:37:13 | 212 | 03:34:20 | @nerd_unbiased @deathtonazi @getfandom finally, your taste is getting better. now go support the amber heard projects | Qans |
| 49 | 2021-01-20 10:28:22 | 386 | 15:10:08 | how can someone be so rude? wishing death to a man, whoever he is?? disgusting. #justiceforjohnnydepp | Anna Giulia WalDepp 🙏🏻💙 |
| 50 | 2021-01-20 22:29:34 | 47 | 23:59:38 | @clickywickyfan id never bb 😘😘😘 twitter mutuals death to amber heard | AradiaB0t |
| 51 | 2021-02-10 20:33:46 | 2043 | 20:55:47 | this is #disgusting , i hate #amberheard but would never wish death to her or anyone! #justiceforjohnnydepp #johnnydepp #fireamberheard | blackrainbowsxo |
| 52 | 2021-02-14 09:54:47 | 103 | 16:44:56 | @wilderochester @mariewatsen @adam_waldman she is directly smearing him (not talking about paid pr articles), writing intentionally deppressing. johnny never mentioned her in any of his posts&he has nothing to do with fans’ tweets. amber heard is continously defaming & bullying him on twitter(& her fans wish death to ppl) | A M |
| 53 | 2021-02-21 07:53:12 | 1831 | 03:39:12 | @jayspatrol death to amber heard | chris ᱬ sam wilson supremacy |
| 54 | 2021-03-01 00:43:41 | 1139 | 23:10:33 | that look, just because he waved at someone if looks could kill... that would have been a very painful death. #justiceforjohnnydepp #amberheardisanabuser https://t.co/uhsxdwdcmb | Arwen sparrow |
| 55 | 2021-03-14 14:48:38 | 1375 | 20:41:35 | we don't wish death to ms nobody, what we wish is for her to pay for her crimes, to be held accountable for everything she did against all her victims. we wish for justice, accountability and karma. #justiceforjohnnydepp #amberheardisanabuser | res ipsa wald-mignon, savvy? |
| 56 | 2021-03-25 16:23:58 | 3970 | 18:04:07 | #justiceforjohnnydepp #keepthefaith #vastilltocome #waldmignonsunite #holdahaccountable #spreadthetruth #deathtomsm | Natasha Hoffmann |
| 57 | 2021-04-01 04:48:27 | 313 | 12:51:11 | @brittannia_a so by not donating, amber heard has chosen death. death to sick children (who were counting on the $3.5 million pledge ah made). this is why i don't believe ah is innocent in this. she knew what she was doing. she understood the consequences. | Mona Jenn Yenn |
# df_deathto
deathto_dates = df_deathto.date.value_counts().to_frame().reset_index().rename(columns={'index':'date',
'date':'ntweets'})
helpers.bar_peaks(deathto_dates.head(), '"Death" Peak Contributions',
threshold=0, xlabel='tweets Creation Date')
deathto_users = df_deathto.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ntweets'})
helpers.barh(deathto_users.head(15), '"Death" Top Commented Users', threshold=0, c=0)
df_tweets[df_tweets.text.str.contains('kiss of death')].text.value_counts().head(60)
feminists cherie blair and jess phillips rally behind amber heard https://t.co/m94runyien via https://t.co/yaco4bzjcs\n\nfeel sorry for the girl that will be the kiss of death then 1 @kamalaharris @joebiden congratulations! but please, do not let amber heard use you or that photo of the two of you together anymore! she is the kiss of death. please read up on her! 1 @joebiden please, please vet the people you allow to speak for your campaign! amber heard is a violent domestic abuser! she was arrested for beating her partner in seattle and is currently facing a trial in va. please, mr. vice president...she will be the kiss of death for you! 1 amber heard suing disney to get back over johnny is the kiss of death to you in hollywood. think about this come backs are rare but blacklists are common so which are you here now?your next cold call for a movie might not get you a role? 1 Name: text, dtype: int64
# df_tweets[df_tweets.text.str.contains('kiss of death')][['text', 'username', 'created_at']]
print(df_tweets[df_tweets.text.str.contains('kiss of death')].shape)
df_tweets[df_tweets.text.str.contains('kiss of death')]
(4, 23)
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 317199 | 2020-07-19 11:27:50 | NaN | NaN | NaN | http://abs.twimg.com/sticky/default_profile_im... | en | feminists cherie blair and jess phillips rally... | 182 | Howd36261804 | 2019-04-30 14:37:30 | ... | 1284812185986899968 | Howd362618041 | NaN | 2020-07-19 | 2020 | Jul | 19 | 445 days 20:50:20 | 445 | 20:50:20 |
| 393197 | 2020-08-11 22:23:13 | https://pbs.twimg.com/profile_banners/10741894... | I live to be by the ocean. People fascinate me... | Pacific North West | http://pbs.twimg.com/profile_images/1109969201... | en | @kamalaharris @joebiden congratulations! but p... | 47 | cv@oldcrow1963 | 2018-12-16 06:28:17 | ... | 1293312038131732480 | cvoldcrow19631 | NaN | 2020-08-11 | 2020 | Aug | 11 | 604 days 15:54:56 | 604 | 15:54:56 |
| 426236 | 2020-10-01 19:35:32 | https://pbs.twimg.com/profile_banners/10741894... | I live to be by the ocean. People fascinate me... | Pacific North West | http://pbs.twimg.com/profile_images/1109969201... | en | @joebiden please, please vet the people you al... | 47 | cv@oldcrow1963 | 2018-12-16 06:28:17 | ... | 1311751620674215936 | cvoldcrow19631 | NaN | 2020-10-01 | 2020 | Oct | 1 | 655 days 13:07:15 | 655 | 13:07:15 |
| 750843 | 2021-01-13 22:57:09 | https://pbs.twimg.com/profile_banners/15696352... | NaN | Farmville, NC | http://pbs.twimg.com/profile_images/1159213119... | en | amber heard suing disney to get back over john... | 251 | carrie Jackson caton | 2013-07-05 03:25:04 | ... | 1349490698760949765 | viperess2012 | NaN | 2021-01-13 | 2021 | Jan | 13 | 2749 days 19:32:05 | 2749 | 19:32:05 |
4 rows × 23 columns
helpers.text_all_peaks(df_tweets, 'kiss of death', n=4, threshold=0)
helpers.users_all_peaks(df_tweets, 'kiss of death', n=10, threshold=0)
die_list = {'heard needs to die', 'deserves to die', 'heard die','amber die', 'heard die', 'heard can die',
'amber can die', 'you to die', 'hope you die', 'chose to die', 'heard to die', 'mera to die', }
df_die = df_tweets[df_tweets.text.str.contains('|'.join(die_list))]
df_die.text.value_counts().head()
amber heard can die 2 @flonashton i was replying to a guy who said that he wanted to sew amber heard die in the dceu and so i replied with this moment in flashpoint paradox, one where wonder woman kills mera 1 @dyangob @gracerandolph the tapes were extremely telling. \n\nlol thininking i was calling for amber heard to die by the hands of a director..... have you read comics or watch the movie?? spoiler alert, wonder woman beheads mera\n\njohnny depp lost his roles, only fit for amber to join him 1 last night i had a dream that amber heard died and when i woke up i never wanted to kill myself more than that very moment. 1 @haltdiefressex amber heard die dumme fodse 1 Name: text, dtype: int64
df = df_die[['created_at', 'days_diff', 'hours_diff', 'text', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| created_at | days_diff | hours_diff | text | username | |
|---|---|---|---|---|---|
| 0 | 2018-02-14 15:38:45 | 383 | 20:40:43 | machete kills fight scene (amber heard dies) https://t.co/kwmiq8vtn3 vía @youtube | cristian |
| 1 | 2018-03-16 16:58:26 | 2436 | 19:20:59 | i liked a @youtube video https://t.co/bi7yiod0pu machete kills fight scene (amber heard dies) | Rob Brindlow |
| 2 | 2018-12-08 00:48:39 | 1307 | 14:58:46 | dus jason mamoa is klaar en finished omdat hij een boek heeft vernield maar amber heard die haar ex-man sloeg en mishandelde (staat in court documenten) krijgt een vrijkaartje van de moderne feministen.👏👏echt chapeau, de feministen van vroeger zijn vast trots op jullie. | Floor Janssen |
| 3 | 2019-03-12 16:49:45 | 486 | 10:46:05 | i used to be amber heard die hard fans but now i’m totally regret it after i heard that she abusing her ex husband johnny deep 😡 | anisa |
| 4 | 2019-03-12 19:53:35 | 2409 | 07:49:13 | das amber heard die #metoo bewegung für sich ausgenutzt hat um zu verschleiern wie sie johnny depp misshandelt hat ist wirklich das absolut allerletzte. der unterste bodensatz des abschaums. | Mr. Futago |
| 5 | 2019-03-13 01:24:46 | 236 | 04:20:44 | hearing what amber heard die i’m extremely disappointed in her and i can’t believe someone like that claims she fights for something she has done she’s a hypocrite and needs to be put away for life #amberheard #johnnydeppisasurvivor #amberheardisanabuser #amberheardisoverparty | Aceisyourdeath |
| 6 | 2019-08-01 22:03:27 | 2927 | 08:05:35 | @labrando ging mij om zn ex amber heard die lag te miepen, maar wel 2x met m trouwde. nah ik hoor het wel van jou morgen als ik wakker wor. ik weet het ook niet meer 🤣😛👊👊 | LangeToepie |
| 7 | 2019-11-20 18:51:50 | 718 | 01:32:04 | did amber heard die? | Chiney622 |
| 8 | 2019-12-12 10:48:54 | 2218 | 13:00:16 | amber heard diet, nutrition, and workout plan https://t.co/jmdc1z3z9u | Top 10 Rankers |
| 9 | 2020-02-01 20:40:47 | 549 | 04:08:26 | amber heard deserves to die a slow painful death. period. 😌 | 𝖛𝖆𝖓𝖔𝖗𝖆🕸 |
| 10 | 2020-02-02 11:28:41 | 1860 | 02:12:56 | if johnny deep will die, he will still be remember as an iconic actor but if amber heard die, only few will mourn, surely, for she's a fat sicko liar | el |
| 11 | 2020-02-09 17:23:11 | 3265 | 03:18:54 | goh, ik zal het wel allemaal gemist hebben, maar ik bespeur hier verdomde weinig ophefjes over amber heard die johnny depp mishandelde. raaarrr. | 𝙶𝚛𝚎𝚎𝚏 𝚍𝚎 𝚂𝚕𝚊𝚐𝚎𝚛𝚜𝚓𝚘𝚗𝚐𝚎𝚗 🧷 🏴 |
| 12 | 2020-02-15 22:22:24 | 605 | 00:31:40 | @bbcbreaking quite tragic how she went, and abuse does not warrant death, but it cant be completely erased from history and forgotten about. it would be like if amber heard died right now, may have made somd awful decisions but not the way to go out of her life. all things considered, rip. | Wind God - RIP BRODIE LEE |
| 13 | 2020-02-19 08:37:17 | 3760 | 21:32:10 | #amberheard die nach der scheidung alles der presse in die hände gespielt hat, will, wo es schlecht für sie aussieht, plötzlich die presse raushalten? oh girl,... no words... #johnnydepp #ibelievehim #johnnydeppisinnocent #justiceforjohnnydepp #amberheardisanabuser https://t.co/y0yrehhndd | #IBelieveHim JohnnyDeppWorldDE |
| 14 | 2020-02-20 23:05:23 | 1 | 17:42:16 | @sphinxiee @wiesel_flink @swen man muss kein johnny depp fan sein, um sich gegen misshandlung zu positionieren und einer person wie amber heard die selbst zugegeben hat, dass sie diejenige war die ihren mann misshandelt hat, die meinung zu sagen. | JFJD🏳️🌈 |
| 15 | 2020-03-19 03:40:33 | 2885 | 07:16:40 | rechtszaak johnny depp en amber heard dient maandag in londen https://t.co/61w1i4jpsn #nieuwsentertainment https://t.co/oalnow8lqi | Songteksten.net |
| 16 | 2020-03-19 06:48:49 | 3396 | 18:16:18 | rechtszaak johnny depp en amber heard dient maandag in londen #weekend https://t.co/odf6ttddtb https://t.co/miptigmk7q | weekbladweekend |
| 17 | 2020-03-27 02:03:51 | 547 | 23:18:45 | @ifod_net i saw it as amber heard died | Bobert Duckey Jr |
| 18 | 2020-05-05 13:39:10 | 158 | 21:43:31 | who was paige heard (mother of amber heard died)? wiki, bio, age, death cause, twitter, instagram, facebook and more facts https://t.co/udessevokx | wiki fox news |
| 19 | 2020-05-23 21:51:17 | 3388 | 00:41:41 | i really hope amber heard dies in jail. https://t.co/1mbmhko5ul | 𝔅𝔦𝔤 𝔣𝔲𝔡𝔤𝔢 |
| 20 | 2020-07-02 10:28:47 | 2210 | 19:18:44 | @skynewsbreak hope amber heard dies | END SHEFFIELD LOCKDOWN |
| 21 | 2020-07-04 00:04:50 | 3337 | 12:06:22 | i can’t wait for amber heard to die or rot in jail. she’s the definition of traaaaaaaaaaaashh | ラ |
| 22 | 2020-07-07 11:45:41 | 3052 | 20:44:27 | @nos ff rectificeren. in het journaal net over johhny depp. winona en vanessa getuigen voor johhny depp niet tegen hem. omdat amber heard hem beschuldigd waar zijn ex vrouw en vriendin zich absoluut niet in kunnen vinden. ooit de tapes gehoord? amber die johhny slaat en uitlacht | Aniek van B. a.k.a dramneusje 😂 |
| 23 | 2020-07-09 14:33:04 | 1343 | 19:18:37 | johnny depp verklagt das boulevardblatt the sun, sie haben ihn einen frauenschläger genannt. allerdings zeigen die beweise eher, dass seine damalige frau amber heard die gewalttätige in dieser beziehung war. ein bild von der hochzeitsreise, von einem angestellten vom zug. https://t.co/w5jykvsj8l | Murmeltier🍩🍩❤💙❤ |
| 24 | 2020-07-09 15:38:13 | 3763 | 08:43:19 | @femboy_lover_69 the amber heard diet - tears of children - hopes and dreams of others. | Daveth ヅ |
| 25 | 2020-07-15 21:53:10 | 607 | 16:02:52 | amber heard can die | keanu bin pak lurah |
| 26 | 2020-07-16 10:07:59 | 1453 | 20:22:48 | non vedo l'ora di vedere johnny depp mandare amber heard dietro le sbarre dopo che si è letteralmente inventata uno stupro appropriandosi della storia di qualcun altro e incolpandolo anche di violenze varie mai successe https://t.co/9bahotsd4t | lorena | kaz brekker♥️ |
| 27 | 2020-07-16 21:21:11 | 1127 | 04:15:59 | @bild das amber heard die vergewaltigungsgeschichte ihrer assistentin als ihre eigene benutzen wollte, ist keinen bericht wert wert, oder? | mikebertdraws |
| 28 | 2020-07-21 22:30:07 | 365 | 21:26:23 | if you’re a trophy hunter, i hope you die by the hands of the animals you’ve hunted. leave animals the fvck alone! i couldn’t even watch madagascar 2 because of the beginning. we offer you amber heard instead😖 | CrackHedWhöre SlütBuckit |
| 29 | 2020-07-23 00:21:46 | 73 | 09:43:28 | then you can be a boy #marcarosa, i think cate wants to taste pâmela's little pussy too. so you need to be a girl, ashes. i want you to die with me at the gas chamber, my love. amber heard? trap. i want to share that moment with you, taxi.- | Alice Von Amerling ❄️ |
| 30 | 2020-07-23 05:39:52 | 4864 | 16:45:06 | johnny depp habe sie angegriffen und mit dem tod bedroht, sagt amber heard. weil ein boulevarblatt darüber berichtet, stehen die schauspieler nun vor gericht. dort erneuert heard die vorwürfe gegen ihren ex-mann. https://t.co/1eyv2lbpzm | DER SPIEGEL |
| 31 | 2020-07-23 09:06:56 | 583 | 19:34:28 | @pogfuckingchamp @derspiegel vielleicht weil inzwischen erwiesen ist, dass amber heard diejenige ist, die johnny depp geschlagen hat und nicht umgekehrt. | Arawynn |
| 32 | 2020-07-28 07:28:26 | 433 | 18:24:10 | @sz amber heard die olle. 👿 | Hacktsu |
| 33 | 2020-07-28 14:40:35 | 862 | 15:22:27 | johnny depp is #winning! jail time for #amberheard! she needs to #plugitup! gotta watch the new stephen king's the stand on cbs all access! amber heard dies in it! it's a '90s kid thing. | TJ 'DEPPHEAD' Dunn |
| 34 | 2020-08-04 00:00:11 | 237 | 07:09:44 | @anothermillennr 4. although watching amber heard die almost makes it a 5 | The Good, the Bad, and the Nerdy Podcast |
| 35 | 2020-08-05 06:06:28 | 66 | 16:56:57 | @nubbinspet @davevescio there’s a lot of people like yourself who seem to believe johnny depp deserves to die. that’s what being back with amber heard would result in. i’m a little confused as to what he did to deserve that tbh. | Serena |
| 36 | 2020-09-01 22:17:11 | 897 | 22:59:03 | #wweraw 4 stars! can't wait for december cuz #xboxseriesx and #ps5 comes out! also, the remake of #stephenkingsthestand comes out on #cbsallaccess! amber heard dies in it! | TJ 'DEPPHEAD' Dunn |
| 37 | 2020-10-10 15:05:06 | 2255 | 16:42:51 | can't wait to watch amber heard die in this! y'all really hired an abuser for this. 😤 | Rebecca//TFATWS spoilers! |
| 38 | 2020-10-31 19:21:14 | 1918 | 13:29:43 | @blackcat_dandy dang bro i didn’t say anything about women, i said sean connery. if amber heard died i’d post the same thing | Vee 🥒 |
| 39 | 2020-11-02 13:24:31 | 2066 | 04:46:50 | can’t wait till amber heard dies | Joe Tams |
| 40 | 2020-11-02 15:17:02 | 3280 | 19:32:50 | i hope amber heard dies in a tragic accident or something she doesnt deserves to live. fuck that manipulative psycho ass bitch. | Teha Kamaruddin |
| 41 | 2020-11-02 20:48:01 | 3 | 18:56:50 | i hope amber heard dies in a fire | Bickey in Space |
| 42 | 2020-11-03 01:26:03 | 285 | 00:26:47 | i hope amber heard dies in zack snyder's cut of justice league..... and no i'm not talking about the character mera | Dat_Boi_who_dont_give_a_fuck |
| 43 | 2020-11-06 02:26:19 | 234 | 02:03:54 | i hope amber heard dies | poison |
| 44 | 2020-11-06 16:52:43 | 115 | 21:02:00 | amber heard, i hope you die unloved and in pain with your remains left to rot for the rest of humanity to laugh at your pathetic excuse of a woman. | Reshant |
| 45 | 2020-11-06 18:41:14 | 1904 | 23:25:23 | amber heard literally deserves to die | ZZ |
| 46 | 2020-11-06 19:21:30 | 369 | 22:56:08 | мне обычно похуй на почти всех людей, и я обычно не желаю ничего плохого никому. но вот честно. в этом конкретном случае желаю: чтоб ты сдохла, эмбер херд. amber heard, i want you to die :) не стыдно ни разу - отписывайтесь, если хотите. | Амбассадор текилы |
| 47 | 2020-11-06 19:30:05 | 2124 | 21:20:52 | i hope amber heard dies a horrible death | Theo |
| 48 | 2020-11-06 22:55:33 | 3483 | 01:44:28 | goodnight johnny depp i still love you and i hope amber heard dies | swagney |
| 49 | 2020-11-07 00:06:05 | 875 | 08:35:46 | on god amber heard can die | däni ღೃ* |
| 50 | 2020-11-07 04:09:34 | 2447 | 19:51:58 | @warnerbros so johnny depp is fired for being falsely accused of being a wife beater while you retain amber heard the real abuser on aquaman 2. great hill you chose to die on. @wbhomeent | The Real Josh Hadley |
| 51 | 2020-11-07 05:06:04 | 109 | 23:57:44 | @realamberheard @amber heard die soon #justiceforjohnnydepp #justiceforjohnnydepp #justiceforjohnnydepp #justiceforjohnnydepp #justiceforjohnnydepp #justiceforjohnnydepp #justiceforjohnnydepp #justiceforjohnnydepp | Rockstaradi_619 |
| 52 | 2020-11-07 08:12:20 | 2470 | 05:33:31 | amber heard can die | HatakéRisshi |
| 53 | 2020-11-08 08:37:51 | 2605 | 11:51:05 | amber heard can die in a hole | Saiheal Saikoolal |
| 54 | 2020-11-08 14:06:23 | 1719 | 16:22:08 | i hope amber heard dies. | Valentine Morphine |
| 55 | 2020-11-08 17:49:33 | 262 | 08:35:00 | @snowyboymedia i know lol. but fr tho, amber heard needs to die | The Golden Cross ✝ |
| 56 | 2020-11-08 18:38:19 | 67 | 01:07:24 | @alanhiggins4 @realamberheard @kamalaharris amber heard needs to die | A |
| 57 | 2020-11-10 08:25:09 | 365 | 09:57:27 | @hatoxpuppy amber heard die hoe meinte er schlägt sie undso und joa war halt genau andersherum | xAkayax |
| 58 | 2020-11-10 14:20:07 | 2673 | 06:22:04 | amber heard die dumme h*re hat johnny depp ins bett gekackt und psychisch missbraucht | Erdkadse™ |
| 59 | 2020-11-11 06:00:58 | 2640 | 08:59:41 | i actually hope amber heard dies | ᴄʜᴀɴᴇʟʟᴇ🍒 |
# df_die
die_dates = df_die.date.value_counts().to_frame().reset_index().rename(columns={'index':'date',
'date':'ntweets'})
helpers.bar_peaks(die_dates.head(4), '"die" Peak Contributions',
threshold=0, xlabel='tweets Creation Date')
die_users = df_die.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ntweets'})
helpers.barh(die_users.head(15), '"die" Top Commented Users', threshold=0, c=0)
df_tweets[df_tweets.text.str.contains('pay for her crime')].shape[0]
25
df_pay = df_tweets[df_tweets.text.str.contains('pay for her crime')]
df_pay.text.value_counts().head()
@thyquaintwench @zoeheriot_ it doesn’t matter if your rich or poor. famous or not. male or female. it doesn’t matter your race or nationality. no body deserves to be treated like that. and everyone deserves justice. and amber heard should pay for her crimes against him and his family and all survivors 1 @winonasrider i mean, i'm a little liberal, but i don't care if amber heard is a woman. she needs to pay for her crimes! 1 we don't wish death to ms nobody, what we wish is for her to pay for her crimes, to be held accountable for everything she did against all her victims. we wish for justice, accountability and karma.\n#justiceforjohnnydepp #amberheardisanabuser 1 @ninaharrelsontv keep calling us fans. we, real domestic violence survivors won’t give up until we see justice #amberheardisanabuser and she will pay for her crimes! 1 amber heard needs to pay for her crimes 1 Name: text, dtype: int64
df_pay.username.value_counts().head(15)
Eulogia Jean Rojas - Vocalist 2 FadeArgent 1 Maya 1 res ipsa wald-mignon, savvy? 1 이 다나 🏴☠️ 1 Slim Charles 1 Alyssa Hale 1 Unironically Minnesotan 1 Jason Worth 1 haley 🦋 1 Mercyfirst0 1 r. 1 Tamiko Epting 1 Shesus 1 Suzanne 1 Name: username, dtype: int64
df = df_pay[['created_at', 'days_diff', 'hours_diff', 'text', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| created_at | days_diff | hours_diff | text | username | |
|---|---|---|---|---|---|
| 0 | 2019-03-03 22:25:32 | 213 | 05:18:53 | @thyquaintwench @zoeheriot_ it doesn’t matter if your rich or poor. famous or not. male or female. it doesn’t matter your race or nationality. no body deserves to be treated like that. and everyone deserves justice. and amber heard should pay for her crimes against him and his family and all survivors | FadeArgent |
| 1 | 2019-03-13 04:53:47 | 1384 | 07:45:29 | good morning. remember, johnny depp is innocent and amber heard should pay for her crimes. | Shesus |
| 2 | 2019-03-20 15:18:52 | 1429 | 07:30:29 | dc entertainment: remove amber heard from aquaman 2 - sign the petition! https://t.co/7u1xss9fzj via @ukchange - we need her to pay for her crimes #johnnydeppisinnocent | Lyn #IBelieveJohnnyDepp |
| 3 | 2019-05-10 11:08:05 | 209 | 22:51:47 | @realamberheard court of law stirrups baby! make that monster pay for her crimes. pointing what’s wrong doesn’t make your cruelty any right. 🤮 #amberheardisanabuser #amberheardisaliar #scumbag | Susan |
| 4 | 2019-05-21 23:51:22 | 189 | 18:05:50 | he would be satisfied untill amber heard pay for her crimes and the word know the truth! | Viri 🍩 I stand by him 🍩 |
| 5 | 2020-02-02 01:02:01 | 2600 | 09:01:20 | dc entertainment: remove amber heard from aquaman 2 - sign the petition! https://t.co/ajs0bgyljt via @change : do the right thing @dccomics @wbpictures @aquamanmovie .. make the real abuser pay for her crimes... | Raven Cosentino |
| 6 | 2020-02-02 07:43:02 | 1779 | 17:32:27 | this thing about jonny depp just irks me so much. women get away with too much its disheartening amber should be made to pay for her crimes in the way that he has even if he was innocent #justiceforjohnnydepp | 千ㄖ尺ㄒㄩ几乇乙 ™⚪(Plot Twist.) |
| 7 | 2020-02-02 09:22:52 | 1118 | 21:01:43 | @themostafasaad ughhh i love aquaman too because of jason mamoa. pleade remove her. she needs to pay for her crimes not just for abusing johnny depp but for abusing her previous partners too. 🔥🔥🔥 #justiceforjohnnydepp | 👑 ZTAO 👑 |
| 8 | 2020-02-10 23:35:51 | 1671 | 17:57:13 | @caraandreadee and they still played it in the oscars? i'm glad i didn't watch. if the roles were reversed ,jd will be well n jail by now. amber should also pay for her crime . #justiceforjohnnydepp #amberheardabusedjohnnydepp | Eulogia Jean Rojas - Vocalist |
| 9 | 2020-03-16 04:55:22 | 3732 | 17:21:40 | @cle02470133 @motivatornet @roxx8825 @jackshitnobody @thenamesq @ladypirate72 @mcglinchey_ho @mg_violette @rapematters @worldie_com @lilithrising1 @source411 @laurabockov @meanmystro @asynja_gem @rozzybox @lindadhoward like you are trying to destroy the voice of thousands of free thinking individuals. this isn't some alien abduction conspiracy theory. amber heard did a shitty thing and needs to pay for her crimes. | Andreas |
| 10 | 2020-04-05 07:50:35 | 1726 | 02:11:57 | @depphead_ no apologies needed or necessary from amber heard now. she did something wrong and abused johnny. she has to face the court case and pay for her crime. | Eulogia Jean Rojas - Vocalist |
| 11 | 2020-04-22 21:50:10 | 2980 | 23:07:13 | @etherelena1 @mderndarkwizard maybe her last birthday with freedom. hopefully she'll be in jail next year for lying about johnny depp abusing her. she is an abuser and needs to pay for her crimes. #justiceforjohnnydepp | Jackie 🦈 - Sirga is my Favorite Lioness MEOW🐾🐾 |
| 12 | 2020-05-09 18:01:54 | 3181 | 18:02:55 | @theinfamousone6 i hate amber but won't speak on her grieving. i lost my step dad jerry 12/4/19 and sometimes getting out doing things help the process. but besides that she needs to pay for her crimes. regardless of her loss. but fuck amber heard | Suzanne |
| 13 | 2020-05-15 05:58:50 | 3194 | 04:41:14 | @winonasrider i mean, i'm a little liberal, but i don't care if amber heard is a woman. she needs to pay for her crimes! | Tamiko Epting |
| 14 | 2020-06-01 17:43:20 | 2443 | 18:28:46 | @realamberheard hauahau oh god, she's still trying 🤣 not even mad anymore, she's dripping with desperation for having to pay for her crimes 🤣 homegirl here is done and going to jail. career? over! money? in debt after having to pay 50million to jd. #amberheardisracist #amberheardisanabuser | Maya |
| 15 | 2020-07-15 21:35:31 | 3606 | 11:21:18 | i hate amber heard!! she not only ruined johnny depp's life and career but completely broke him both physically and mentally and now the fact that she stole a rape victim's story and is going to testify with it. i'm beyond disgusted. make her pay for her crimes already!! | r. |
| 16 | 2020-08-21 11:27:46 | 271 | 09:11:08 | @adam_waldman @eriqgardner @thr i am not russian. iam not a bot. i am a supporter of domestic violence victims. amber heard has admitted to being physically violent towards johnny depp. she should pay for her crimes. #justiceforjohnnydepp #jailforamberheard | Mercyfirst0 |
| 17 | 2020-10-24 01:37:55 | 2484 | 22:52:49 | extremely sad to see adam off this case, but he’s helped expose amber heard for the abuser she is. keep fighting johnny, the public needs to realize what a horrible human being she is and make her pay for her crimes and abuse. #amberheardisanabuser #justiceforjohhnydepp | haley 🦋 |
| 18 | 2020-11-03 18:19:11 | 1215 | 18:37:18 | judge attacks johnny depp whiling ignoring heard's crimes! (share!) https://t.co/1fzigo1gov via @youtube this judge is a disgrace to the uk's justice system! there will be #justiceforjohnnydepp and amber heard will pay for her crimes! 😠 | Jason Worth |
| 19 | 2020-11-06 20:05:31 | 195 | 17:57:23 | johnny depp doesn't deserve this, and that lying amber heard will pay for her crimes. #justiceforjohnnydepp | Unironically Minnesotan |
| 20 | 2020-11-07 16:41:00 | 3394 | 20:09:06 | why does @warnerbros think they are gonna get a better person to play the villain? #fantasticbeasts #justiceforjohnnydepp amber heard must pay for her crimes. | Alyssa Hale |
| 21 | 2020-12-09 22:56:21 | 2553 | 22:48:43 | amber heard needs to pay for her crimes | Slim Charles |
| 22 | 2020-12-10 11:14:17 | 695 | 19:03:21 | @ninaharrelsontv keep calling us fans. we, real domestic violence survivors won’t give up until we see justice #amberheardisanabuser and she will pay for her crimes! | 이 다나 🏴☠️ |
| 23 | 2021-03-14 14:48:38 | 1375 | 20:41:35 | we don't wish death to ms nobody, what we wish is for her to pay for her crimes, to be held accountable for everything she did against all her victims. we wish for justice, accountability and karma. #justiceforjohnnydepp #amberheardisanabuser | res ipsa wald-mignon, savvy? |
| 24 | 2021-03-25 14:42:59 | 969 | 10:24:33 | what happened with johnny depp happens with so many men and nobody gives a shit because some people think men do not suffer domestic violence. she deserves pay for her crime! #justiceforjohnnydepp | loveless |
print(df_pay.shape)
df_pay.head(1)
(25, 23)
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 53905 | 2019-03-03 22:25:32 | https://pbs.twimg.com/profile_banners/10250653... | Whatever you do in life, surround yourself wit... | NaN | http://pbs.twimg.com/profile_images/1025829199... | en | @thyquaintwench @zoeheriot_ it doesn’t matter ... | 171 | FadeArgent | 2018-08-02 17:06:39 | ... | 1102334217432850432 | Fade19851 | NaN | 2019-03-03 | 2019 | Mar | 3 | 213 days 05:18:53 | 213 | 05:18:53 |
1 rows × 23 columns
helpers.text_all_peaks(df_pay, 'pay for her crime', n=2, threshold=0)
helpers.users_all_peaks(df_pay, 'pay for her crime', n=10, threshold=0)
burn_sub = {'rots in', 'burn amber', 'burns in', 'burn in', 'burn the witch', 'burn the hell', 'burn the devil',
'deserves burned in', 'should be burned in', 'in hell', '#burninhellambitch',
'#amberhearddeservestoburninhell', '#amberheadrotinhell', '#rotinhellamber', '#amberheardgotohell',
'#gotohellamber', '#amberheardgoingtohell', '#tohellwithamber', 'deserves hell', 'going to hell',
'go to hell', 'goes to hell', 'to hell with her', "to hell with amber", 'go straight to hell',
'pits of hell', 'pit of hell', 'parts of hell', 'depths of hell', 'level of hell', 'levels of hell',
'circle of hell'}
df_burn_sub = df_threat[df_threat.text.str.contains('|'.join(burn_sub))]
print(f'{df_burn_sub.shape[0]} contributions, made by {df_burn_sub.username.nunique()} Users')
df_burn_sub.head(1)
991 contributions, made by 928 Users
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5746 | 2018-04-28 06:38:14 | https://pbs.twimg.com/profile_banners/98778287... | stars can't shine without darkness | NaN | http://pbs.twimg.com/profile_images/1030772994... | en | there's a special place in hell for amber heard | 128 | nika | 2018-04-21 19:59:24 | ... | 990117969631072256 | hoisthecolours | NaN | 2018-04-28 | 2018 | Apr | 28 | 6 days 10:38:50 | 6 | 10:38:50 |
1 rows × 23 columns
burn_daily = df_burn.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ntweets')
title = 'A Heat Map for the "Hell & Burn" tweets'
helpers.facet_heat(burn_daily, title, n_col=4, vmax=100)
burn_dates = df_burn.groupby(['date']).agg({'text':'count', 'user_id': 'count'}).reset_index(
).rename(columns={'text':'ntweets', 'user_id': 'n_users'}).sort_values('ntweets', ascending=False)
burn_dates.head(15)
| date | ntweets | n_users | |
|---|---|---|---|
| 379 | 2020-02-02 | 596 | 596 |
| 647 | 2020-11-02 | 262 | 262 |
| 651 | 2020-11-06 | 235 | 235 |
| 652 | 2020-11-07 | 182 | 182 |
| 380 | 2020-02-03 | 166 | 166 |
| 790 | 2021-03-25 | 121 | 121 |
| 404 | 2020-02-27 | 95 | 95 |
| 654 | 2020-11-09 | 94 | 94 |
| 378 | 2020-02-01 | 93 | 93 |
| 653 | 2020-11-08 | 83 | 83 |
| 655 | 2020-11-10 | 78 | 78 |
| 714 | 2021-01-08 | 76 | 76 |
| 178 | 2019-03-13 | 74 | 74 |
| 656 | 2020-11-11 | 72 | 72 |
| 765 | 2021-02-28 | 67 | 67 |
burn_dates = df_burn.date.value_counts().to_frame().reset_index().rename(columns={'index':'date',
'date':'ntweets'})
helpers.bar_peaks(burn_dates.head(2), '"Hell & Burn" Peak Contributions',
threshold=0, xlabel='tweets Creation Date')
df_burn_sub.text.value_counts().head()
i hope amber heard rots in hell 7 amber heard can rot in hell 4 amber heard can rot in hell. 3 there’s a special place in hell for amber heard 3 there's a special place in hell for amber heard 2 Name: text, dtype: int64
df = df_burn_sub[['created_at', 'days_diff', 'hours_diff', 'text', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| created_at | days_diff | hours_diff | text | username | |
|---|---|---|---|---|---|
| 0 | 2018-04-28 06:38:14 | 6 | 10:38:50 | there's a special place in hell for amber heard | nika |
| 1 | 2018-06-04 02:49:37 | 2555 | 05:12:29 | lmao let johnny depp rot in hell for what he did to amber heard and stop rting his ugly ass onto my tl. if i wanted to see someone sickly and pale i’d look in the mirror next! | Noa |
| 2 | 2018-08-03 00:37:06 | 417 | 10:26:17 | amber heard is a queen. johnny can rot in hell | King💾🔮 |
| 3 | 2018-08-23 17:43:01 | 1912 | 16:26:51 | @realdavidisrael @rip_jep @ohiostate @ohiostatefb that's funny ,poor little courtney ,she had a way to leave ,she had money ,poor women is stuck in hell.she knew what she was doing ,she's a g.d.b just like amber heard.zack needs to go to..... | RUTH O |
| 4 | 2018-12-09 09:21:25 | 143 | 05:35:48 | fuck fuckin amber heard #amberheardgotohell | Caroline_ |
| 5 | 2018-12-26 07:29:59 | 1672 | 09:24:40 | jason momoa and amber heard are both gorgeous the visuals was nice but could’ve been better storyline was kinda corny/boring lastly the person who said this was better than black panther is a whole lie from the pits of hell! i have to laugh 😂 | ROBYN DA BANK ☯️ |
| 6 | 2019-01-12 06:30:53 | 2548 | 01:03:11 | wade robson, james safechuck, dan reed, amber heard, jc lee and anyone else who has made false allegations against an innocent person can all rot in hell with tom sneddon and evan chandler | Christine Griggs |
| 7 | 2019-02-05 14:24:17 | 479 | 00:44:42 | i just want amber heard go to hell 😡😡😡😡😡😡😡 | Depp ☪♊ IBelieveHim 🇮🇹 |
| 8 | 2019-03-12 13:41:59 | 2279 | 19:50:34 | im so happy johnny depp is innocent, but /fuck/ amber heard, there's a special place in hell for that demon | ☆Myka☆ @ Finally Playing 3 Houses! 💙🦁 |
| 9 | 2019-03-12 14:11:22 | 1540 | 12:31:24 | amber heard deserves hell | marie-ève |
| 10 | 2019-03-12 14:15:07 | 3310 | 11:18:43 | the amount of evil that amber heard possesses.... not only did she abused johnny depp, she also played victim and now she made it even more harder for real victims to get trusted. everyone who uses the #metoo movement for their evil agenda deserves to rot in hell. | Lath |
| 11 | 2019-03-12 14:16:13 | 2315 | 11:02:56 | amber heard can rot in hell for all i care. | راسينة |
| 12 | 2019-03-12 14:19:57 | 253 | 02:21:53 | i hope amber heard rots in jail | ele🥀| moved |
| 13 | 2019-03-12 14:56:45 | 1053 | 21:16:41 | fuck amber heard, i hope she rots in prison. | jess |
| 14 | 2019-03-12 15:18:04 | 2690 | 11:12:09 | can't believe that amber heard is so evil. women can be abusive and i hope she'd rot in hell | Sheesh |
| 15 | 2019-03-12 15:48:07 | 1440 | 16:14:49 | amber heard doesn’t deserve any of the fame she has gotten. she deserves to rot in hell. also you better treat her the same way you treated johnny depp when no one believed him. | tori/luna ☾ ☼ | 24🔮☪️🎲 |
| 16 | 2019-03-12 16:36:57 | 1260 | 06:39:29 | i knew there's a reason i never doubted johnny depp 😭 you deserve to rot in hell amber heard | let's get it ON |
| 17 | 2019-03-12 16:46:38 | 2292 | 08:03:31 | always knew captain jack sparrow was innocent. hope the bitch amber heard rots in hell. #johnnydeppisinnocent | Roshaaen |
| 18 | 2019-03-12 17:21:07 | 913 | 05:19:49 | i hope that amber heard is immediately removed from all projects and receives the same treatment that male abusers get. abuse is abuse, irrespective of age, gender or race. she's a crazy b*tch, hope she rots in hell. | shi⁷ |
| 19 | 2019-03-12 17:21:36 | 148 | 22:21:15 | i hope you rot in hell amber heard for making false accusations all these years against johnny depp! i’m glad to see him fight back ✊🏻♥️ | ☯︎ |
| 20 | 2019-03-12 17:58:22 | 3350 | 05:42:09 | i am so mad about the situation in johnny depp. i hope amber heard rots in jail | Avalynn |
| 21 | 2019-03-12 18:20:29 | 570 | 22:44:51 | johnny depp fanpage: proof amber heard is an abuser. btw all the proof came from random pics i made up. all of y’all: ur right. amber heard go die in hell. johnny depp i love u lemme suck ur dick 😔 | audrey ✿ |
| 22 | 2019-03-12 18:46:20 | 2576 | 23:08:39 | i hope amber heard rots in prison | saf |
| 23 | 2019-03-12 19:01:15 | 97 | 21:29:34 | honestly i never doubted johnny depp. he doesn't deserve all this shit and this amber heard should rot in hell. | Hrohit Agrawal |
| 24 | 2019-03-12 19:14:51 | 1606 | 14:18:21 | one article says this happened and were ready to burn amber heard at stake. have some shame | prieto |
| 25 | 2019-03-12 19:36:13 | 1036 | 06:44:20 | i'm still bitter. amber heard you gonna meet me in hell | ㄹ |
| 26 | 2019-03-12 20:23:36 | 2559 | 12:15:49 | amber heard and all the women who use #metoo for personal benefit can go to hell. johnny depp should press charges. nobody should get away with abuse. | Manal |
| 27 | 2019-03-12 20:44:17 | 2508 | 21:57:35 | amber heard is going to rot in hell. i really loved johnny depp. but when those abuse cases started popping up, it was difficult. she needs to rot in jail! | AREUMDAUN🌙💫 |
| 28 | 2019-03-12 20:50:35 | 3106 | 22:43:57 | i hope amber heard rots in jail. what an evil woman. | Ele |
| 29 | 2019-03-12 21:16:01 | 2133 | 01:14:49 | amber heard is an idiot. hope she rots in prison. | collins. |
| 30 | 2019-03-12 22:39:32 | 2990 | 20:00:01 | the johnny depp - amber heard situation pisses me off shes such a cunt i genuinely hope she rots in prison | DR △ |
| 31 | 2019-03-12 23:23:31 | 514 | 04:53:22 | i just wanna say i’m deeply apologetic for the part i played in adding to johnny depp’s abuse and believing amber heard’s lies. i hope he gets the help and justice he deserves as a victim and that she rots in fucking hell. | 𝕬𝖇𝖔𝖑𝖎𝖘𝖍 𝖙𝖍𝖊 𝕻𝖔𝖑𝖎𝖈𝖊 |
| 32 | 2019-03-13 01:04:25 | 1452 | 03:31:50 | i wanna give johnny depp a fucking hug right now. i hope amber heard rots in jail for what she’s done to him #johnnydeppisasurvivor #amberheardisanabuser | EmuNimoo💫 |
| 33 | 2019-03-13 01:12:15 | 1583 | 08:19:44 | amber heard can go to hell | melany 🧚🏽♀️ |
| 34 | 2019-03-13 01:25:42 | 3042 | 03:25:00 | amber heard is the fuckin devil i hope she fuckin burns in hell ..i was right all along and i’m glad justice is gonna get served #johnnydeppisinnocent | 𝒩𝒶𝓉𝒽𝒶𝓁𝒾𝑒 🎀 |
| 35 | 2019-03-13 01:45:56 | 2564 | 22:50:44 | johnny depp, and this whole awful situation, is an example of why cancel culture is so dangerous and toxic. rot in hell amber heard | Elisa? |
| 36 | 2019-03-13 02:54:32 | 3013 | 23:26:58 | amber heard deserves hell and worse what a fucking horrible human being urgh. | Michelle |
| 37 | 2019-03-13 03:00:01 | 2523 | 09:11:22 | there's a special place in hell for amber heard. no amount of apologies can ever be enough to johnny depp. | Becca F |
| 38 | 2019-03-13 03:11:11 | 2057 | 04:41:44 | it disgusts me that throughout these past couple of years people were consistently calling johnny depp a woman beater bc people didn’t even bother to look into their situation. women can be abusers. amber heard is a monster and i hope she rots in jail. | andy |
| 39 | 2019-03-13 04:54:41 | 2257 | 12:07:44 | female abuser is as scum as male abuser. they deserves a place in hell #justiceforjohnnydepp | awatep |
| 40 | 2019-03-13 06:40:44 | 3511 | 04:37:12 | amber heard can go to hell. she just made it harder for real victims to come forward. | Sam Valmonte |
| 41 | 2019-03-13 07:26:54 | 3129 | 21:54:27 | rt @kissylouwt the fact that johnny depp didnt even try to defend himself because he knew no one would believe him... this situation is so fucked up and this is why real victims dont come forward because of shitty people like amber heard... hope she rots in jail | Mohlomi mbatha |
| 42 | 2019-03-13 08:40:18 | 1756 | 03:10:10 | nobody should get away with abuse. what amber heard did is so disgusting. this is so disrespectful to people who actually suffer from abuse... hope she rots in jail. fuck her | tahrima⁷ |
| 43 | 2019-03-13 09:19:26 | 1869 | 22:58:43 | the fact that johnny depp didnt even try to defend himself because he knew no one would believe him... this situation is so fucked up and this is why real victims dont come forward because of shitty people like amber heard... hope she rots in jail #johnnydepp | Zeed |
| 44 | 2019-03-13 12:13:50 | 2997 | 16:17:53 | a special place in hell is reserved for women like amber heard. the funny thing is, she's not the only one. saw my friend weep like a baby after his wife accused him of abuse - something he categorically denies till this day and he lost everything to her. | Mr. Malcolm |
| 45 | 2019-03-13 12:54:27 | 3194 | 07:00:32 | amber heard deserves hell. i’m so mad 😡 | Jas. |
| 46 | 2019-03-13 14:14:36 | 562 | 17:39:52 | amber heard can go rot in hell | dumb guy |
| 47 | 2019-03-13 14:18:21 | 1802 | 00:52:06 | i'm having a hard time believing that amber heard is the abuser here but if it is true then that woman is trash she can rot in hell with the other male abusers | RS2 comeback when |
| 48 | 2019-03-13 15:26:28 | 2293 | 02:58:05 | amber heard can rott in hell and there is nothing else she deserves! #justiceforjohnnydepp | Jolina |
| 49 | 2019-03-13 15:31:31 | 1053 | 11:21:20 | this amber heard bitch is a stupid fuccin bitch who should go to the depths of hell.fuccin cunt. bitches always trynna play the victim. | 💵🐉 |
| 50 | 2019-03-13 15:46:33 | 2972 | 23:43:47 | sorry if i've been bugging your timeline with this amber heard story, but i truly think she's the worst kind of person to ever meet. i hope she rots in jail. i feel so sorry for what johnny depp has been through. | Mathieu |
| 51 | 2019-03-13 16:05:53 | 2967 | 09:00:53 | i got plenty of shit on twitter for defending johnny depp. i'm glad af i did and i'm proud to be a his fan. amber heard can go to hell. | ☆𝕊𝕂𝕐 |
| 52 | 2019-03-13 17:09:25 | 1238 | 11:51:39 | hey amber heard, i’ll see you in hell 😤 | Diana |
| 53 | 2019-03-13 22:19:25 | 1224 | 00:17:59 | i hope amber heard rots in jail. i hope amber heard rots in jail. i hope amber heard rots in jail. i hope amber heard rots in jail. i hope amber heard rots in jail. | Ayla 🍄 |
| 54 | 2019-03-13 23:58:32 | 1502 | 21:01:24 | amber heard, may you rott in hell and suffer 😉 | 🌙 |
| 55 | 2019-03-14 18:10:56 | 2924 | 01:49:04 | always knew amber heard was a money grabbing cow. never doubted johnny depps total innocence! hope the lying, skanky slut rots in hell 😡😡 | J . Wats |
| 56 | 2019-03-14 22:28:28 | 1000 | 19:54:46 | i'm not a fan of johnny depp, but what happened to him is just horrible. amber heard is about to get what she deserves and she can burn in hell for it. 😠 | Oldschool1990/gunandfunguy |
| 57 | 2019-03-15 04:11:54 | 2923 | 06:06:10 | only love for you, johnny depp! so proud of you for being so patient and strong just waiting for the truth to come to light and that bitch amber heard to burn in hell. ♥️ https://t.co/xuxvcdrvck | Dill Pickle |
| 58 | 2019-03-15 06:16:04 | 1586 | 00:19:31 | @merafeelings @realamberheard @risenowus @francediplo @ukun @argentinaun there is no way in hell that she is a victim. she’s the abuser. have you not seen the mounds of evidence against her? who ever stands with her needs to open their fucking eyes and stop enabling her behavior before she strikes again. #johnnydeppisinnocent #amberheardisanabuser | Lauren Waits |
| 59 | 2019-03-18 21:02:41 | 1058 | 00:00:02 | @natsu_anime12 same with the johnny depp and amber heard situation. there's no way in hell johnny would sue her if he had actually abused her. he wouldn't risk that, same with vic. | Rennie |
burn_users = df_burn_sub.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ntweets'})
helpers.barh(burn_users.head(15), '"Hell & Burn" Top Commented Users', threshold=0, c=0)
set_burn_users = set(burn_users.username.head(15))
helpers.contr_peaks(df_tweets, "Aaron Fernandes", n=3, threshold=0)
df_threat.query(" username == 'Aaron Fernandes' ").text.value_counts().head()
elon musk and amber heard split! https://t.co/wdvkbemblo #amberheard #elonmusk #paypal https://t.co/hx4cdlxkcv 1 elon musk and amber heard split! https://t.co/wdvkbemblo #amberheard #elonmusk #paypal https://t.co/wfvoielcqa 1 let's burn amber: violent johnny depp threatens to "burn" and "drown" ex-wife amber heard! https://t.co/eg4flocdo6 #amberheard #johnnydepp #violent https://t.co/m1hmpa9cpj 1 let's burn amber: violent johnny depp threatens to "burn" and "drown" ex-wife amber heard! https://t.co/ifjiga74ba #amberheard #johnnydepp #violent https://t.co/d3swd3zscz 1 let's burn amber: violent johnny depp threatens to "burn" and "drown" ex-wife amber heard! https://t.co/ifjiga74ba #amberheard #johnnydepp #violent https://t.co/ni9xxspqrn 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Daily Star", n=3, threshold=0)
df_threat.query(" username == 'Daily Star' ").text.value_counts().head()
johnny depp also exchanged messages with actor pal paul bettany about 'burning amber heard as a witch' https://t.co/hpjtgy4eof 1 johnny depp said he wanted to 'drown and burn amber heard then f*** corpse' in texts to pal\nhttps://t.co/jgqwuenmgw 1 amber heard was 'warned johnny depp might kill her by accident'\nhttps://t.co/j0k3w8uply https://t.co/kq5ffl1rxc 1 amber heard was 'warned johnny depp might kill her by accident'\nhttps://t.co/j0k3w8uply https://t.co/2ksdccfusg 1 amber heard was 'warned johnny depp might kill her by accident'\nhttps://t.co/j0k3w9cqk8 https://t.co/kwzh8hirju 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "🦋💀Angie 🦋💀", n=3, threshold=0)
df_threat.query(" username == '🦋💀Angie 🦋💀' ").text.value_counts().head()
@isle_queen @originalspin and don't forget, police were called and they found no evidence of abuse by johnny. johnny hasn't been arrested nor has he been convicted of any crime. but hey, let's all believe known liar amber heard. 🤷♀️ 1 @berniewrites so you're on amber heard's payroll huh? explains a lot. johnny depp fans have more proof about his innocence than you think. leave them and johnny alone. 1 i just threw up, amber heard makes me so fucking ill and i never want to hear a bad word against johnny depp ever again.\nthere's a special place in hell for amber heard. 1 i cannot relate to people who are listing aquaman as the sexiest movie of the decade. #amberheardisanabuser. she isn't hot. stop excusing her crimes just because you think she's sexy. 1 amber heard facing jail time is music to my ears. karma is fucking real. 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Deb Anderson 🏴☠️", n=3, threshold=0)
df_threat.query(" username == 'Deb Anderson 🏴☠️' ").text.value_counts().head()
@theinfamousone6 trivia from "what's eating gilbert grape?" does this sound like a "wife-beater" to you? this sweet man deserves justice. and a huge apology. #justiceforjohnnydepp https://t.co/yp0zhs8ib4 1 @isuckatbeingag1 ah showed johnny a tissue with red on it. "look what you did!!" johnny later retrieved it from trash and discovered it was red nail polish, not blood. he kept it for evidence.\n\n#justiceforjohnnydepp \n#amberheardisanabuser \n#amberheardisaliar \n#johnnydeppdeservesjustice 1 @smb3 @lepplady @theinfamousone6 for me, it's gone beyond simply remove amber heard from aquaman2. i'd sign one to remove amber heard. period. she deserves to have her whole "career" taken away. movies. endorsements. speaking engagements. everything. otherwise there is no justice. aquashit2 isn't enough. 1 @noctrnlvalkyrie @qsbrother1 and you'd think, being an "actress" (and i use the term loosely) she'd be extremely concerned about her appearance, not to mention have jd pay all the medical bills. make it make sense!\n#amberheardisaliar 1 @centauri_27 @reeltalker and now all the other so-called "journalists" are just quoting it like it's gospel. circle jerk "reporting". well, guess what... you're all wrong! and i hope you get sued for libel. #johnnydeppdeservesjustice \n#amberheardistherealabuser \n#amberheardisaliar\n#stopthelies\n#mentoo 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "The Phantom of the Opera", n=2, threshold=0)
df_threat.query(" username == 'The Phantom of the Opera' ").text.value_counts().head()
#wejustdontlikeyouamberheard because you are a lying creature, unable to admit your mistakes and hiding behind other people's backs. you let a lot of people down and all this scandal is your fault. you don't deserve our love and compassion.\n#justiceforjohnnydepp 1 this woman is the real embodiment of evil! she must be punished for all her actions and years of lying, cause of which sick children suffered! and this woman we call "woman of the year"?? hypocrisy and a disgrace!\n#amberheardisaliar\n#amberheardisafraud\n#justiceforjohnnydepp 1 @realamberheard look at the ppl who really help, who have a conscience and a heart. doesn't it bother you that other ppl are paying for your lies? you're so disgusting..\n#amberheardisaliar\n#justiceforjohnnydepp\n#amberheardisagolddigger 1 apologize for the fact that she abused him for several years, cut off his finger, and then slandered him to the whole world? go to hell! the best thing depp could have done was to sue her and you @danwootton and he did. i'm proud of him\n#justiceforjohnnydepp\n#amberheardisanabuser 1 ah's lawyer said that donation and payment are different things. this is how they try to justify the fact that #amberheard stole money from sick kids. she and her legal team are going to rock bottom... \n#justiceforjohnnydepp\n#johnnydepp 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "JennLKirch", n=2, threshold=0)
df_threat.query(" username == 'JennLKirch' ").text.value_counts().head()
@andykrolock this wasn't a criminal case. some seem to forget that fact. this was a case that will now let "rags" get away with printing whatever they want with no repercussions. #justiceforjohnnydepp 1 @thenamesq lol yeah, but we are intelligent "bots". they kill me. 🤣🤣🤪🤪🤣🤣#justiceforjohnnydepp 1 @laurabockov @mygrindelwald 💔💔💔 there is a special place in hell for ah, or any woman who pulls these stunts on their "love". #justiceforjohnnydepp 1 @johnnyhellodepp so true, mary! #justiceforjohnnydepp 1 @0gre3f lol...they really are ridiculous! 1) i have admitted to being middle-aged and weird, 2) would a "bot" do that? i think not! they kill me. 🤣🤣 #notabot #justiceforjohnnydepp 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "PFFTTT!", n=3, threshold=0)
df_threat.query(" username == 'PFFTTT!' ").text.value_counts().head()
#justiceforjohnnydepp\nwe gotta rise, let's rise above the lies\nit's you and i, it's do or die\nwe gotta rise, let's rise above the lies\n\nhollywood vampires "rise" 1 #justiceforjohnnydepp\nmy gift to you, my new threat\nall for you and no one else\nmy gift to you, my new threat\nmind games, fake blame, mom's dead...more pain\n\nhollywood vampires "new threat" 1 @thr how much is amber heard paying you to write this crap? if you took even 5 min. of time for research you would know that jd was posting from his island and it was announced days before he would not be at the festival due to covid. 1 #justiceforjohnnydepp ah: "i was never given nor wanted the burden of dependency." i only wanted jd's three penthouse apartments & range rover with him paying all utilities, alimony for life and payment for my expert and attorney fees. \n\nhttps://t.co/nzlbvzwdma 1 @stephenking i hope you realize that you jinxed this series by hiring amber heard. i would rather watch toast burn than watch anything with her in it. 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Aditya", n=3, threshold=0)
df_threat.query(" username == 'Aditya' ").text.value_counts().head()
okk so warner bros think they have removed jhonny depp hahaa\nlisten guys you all lost a gem and you are no more worth of it....go to hell😏\n#justiceforjohnnydepp 1 if y'all make this into another johnny depp-amber heard thing, and brad loses his career over nothing just because the "people decided", i swear i will pray to god every morning that all these cancel culture cunts suffer the most painful tortures when they are in hell. 1 i wish amber heard a very torturous and painful afterlife in hell. 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Magi", n=3, threshold=0)
df_threat.query(" username == 'Magi' ").text.value_counts().head()
go to hell, shit amber...🤮🤮🤮🤮🤮 burn in hell\n#justiceforjohnnydep\n\ndc entertainment: remove amber heard from aquaman 2 - ¡firma la petición! https://t.co/zwrv4kalou от @change_es 1 please sign! let the bitch pay for causing this to johnny and generating untrust in actual victims of violence with her lies! \n@realamberheard go to hell!!!!\n#justiceforjohnnydepp https://t.co/kskivlhtdp 1 @deppsamarrx @winonasrider johnny is such a sweetheart ❤️❤️❤️❤️ that vampire has to pay! @realamberheard 🤮🤮 again, i hope you go to hell!\n#theworldwithdepp #justiceforjohnnydepp 1 harvey weinstein in jail! excellent work 🙏♥️ now it's amber's turn 🙏🙏🙏🙏🙏 @realamberheard for discrediting actual victims.. go to jail first and after that hell is waiting for you... you are a big nature's mistake! @realamberheard\n#justiceforjohnnydepp 1 Name: text, dtype: int64
crime_sub = {'criminal', 'her crime', 'deserve lethal punish', 'be punished', 'deserves every punishment',
'punish her', 'her punish', 'punish amber', 'punish the abuser', 'heard being punished',
'been punished', 'jail', 'prison', 'heard deserve', 'abuser deserve', 'she deserve',
'what you deserve', 'karma'}
df_crime_sub =df_threat[df_threat.text.str.contains('|'.join(crime_sub))]
print(f'{df_crime_sub.shape[0]} contributions, made by {df_crime_sub.username.nunique()} Users')
df_crime_sub.head(1)
9978 contributions, made by 7035 Users
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 591 | 2018-01-08 17:58:57 | NaN | NaN | NaN | http://pbs.twimg.com/profile_images/8815105094... | en | @iolovesyou @angb2909 video? you mean the one ... | 108 | goodview | 2017-06-26 17:20:36 | ... | 950426613446991872 | meanchi0421 | NaN | 2018-01-08 | 2018 | Jan | 8 | 196 days 00:38:21 | 196 | 00:38:21 |
1 rows × 23 columns
crime_daily = df_crime.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ntweets')
title = 'A Heat Map for the "Hell & Burn" tweets'
helpers.facet_heat(crime_daily, title, n_col=4, vmax=500)
crime_dates = df_crime.groupby(['date']).agg({'text':'count', 'user_id': 'count'}).reset_index(
).rename(columns={'text':'ntweets', 'user_id': 'n_users'}).sort_values('ntweets', ascending=False)
crime_dates.head(15)
| date | ntweets | n_users | |
|---|---|---|---|
| 496 | 2020-02-02 | 2007 | 2007 |
| 774 | 2020-11-06 | 1058 | 1058 |
| 775 | 2020-11-07 | 957 | 957 |
| 770 | 2020-11-02 | 905 | 905 |
| 779 | 2020-11-11 | 675 | 675 |
| 778 | 2020-11-10 | 612 | 612 |
| 913 | 2021-03-25 | 563 | 563 |
| 777 | 2020-11-09 | 550 | 550 |
| 776 | 2020-11-08 | 519 | 519 |
| 780 | 2020-11-12 | 453 | 453 |
| 497 | 2020-02-03 | 412 | 412 |
| 495 | 2020-02-01 | 396 | 396 |
| 781 | 2020-11-13 | 336 | 336 |
| 941 | 2021-04-22 | 329 | 329 |
| 888 | 2021-02-28 | 317 | 317 |
crime_dates = df_crime.date.value_counts().to_frame().reset_index().rename(columns={'index':'date',
'date':'ntweets'})
helpers.bar_peaks(crime_dates.head(2), '"Crime & Jail" Peak Contributions',
threshold=0, xlabel='tweets Creation Date')
df_crime_sub.text.value_counts().head(10)
@realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 22 @realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnnyf #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 16 amber heard should be in jail 11 @realamberheard i really hope you get what you deserve.\n#justiceforjohnnydepp 7 @realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport @aquamanmovie #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 7 i want amber heard in prison for abusing & defaming an innocent person. do you? 6 is amber heard in jail yet? 5 @karmardanmik #justiceforjohnnydepp 5 when a man abuses a woman, his disgusting, nasty, repugnant ass needs to be in jail and held accountable.\n\nwhen a woman abuses a man, her disgusting, nasty, repugnant ass needs to be in jail and held accountable\n\nvictims deserves justice.#justiceforjohnnydepp 5 amber heard should be jailed 4 Name: text, dtype: int64
df = df_crime_sub[['created_at', 'days_diff', 'hours_diff', 'text', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| created_at | days_diff | hours_diff | text | username | |
|---|---|---|---|---|---|
| 0 | 2018-01-08 17:58:57 | 196 | 00:38:21 | @iolovesyou @angb2909 video? you mean the one amber heard illegally taped johnny? she should be put into jail just for this!! | goodview |
| 1 | 2018-01-10 14:05:23 | 2717 | 01:03:44 | i forgot that amber heard was in criminal minds 😪💘💕💖💞💗💓 | phoebe • #bruna |
| 2 | 2018-01-14 11:54:54 | 1106 | 08:09:54 | but that doesnt mean ill have amber heard’s arrest for probable assault and domestic violence put into question. thats a fact and it happened. i never said that amber heard is a good person. but just because she isnt doesnt mean she deserves what has happened to her | LBTTMY |
| 3 | 2018-01-25 21:31:15 | 750 | 08:22:48 | @blondharflicka @x__ciara__x johnny took the case to court and the judge dismissed amber's allegations with prejudice because she lied. amber heard is herself a convicted domestic abuser and was given 2 year probation for her criminal act. i am clear on who to believe here, johnny. | Lonesomepaths2 |
| 4 | 2018-01-29 13:59:36 | 415 | 21:39:31 | when i was little i didn’t like amber heard because she kissed matthew gray gubler (aka spencer reid on criminal minds) and my heart was broken, but now that she’s friend with dani i kinda like her lol | Docsity |
| 5 | 2018-01-31 03:40:52 | 212 | 14:22:11 | @deppthroating that’s so dam true. she’s right! y’all need to get off johnnys dick and stop lying by saying he’s a abuser. he’s been to jail before but he hasn’t been arrested for hitting any woman. amber heard has though, an yet, y’all still trying to over look that. #deppheadsforever💕❤️ | Rah Rah |
| 6 | 2018-01-31 22:47:24 | 564 | 00:27:55 | amber heard on criminal minds. wow 😍 | jacky 🌨 |
| 7 | 2018-02-01 09:25:11 | 1999 | 15:21:06 | omfg! amber heard is on #criminalminds and spencer reid is all flushed by her. i am fangirling so hard. | н ⌋ |
| 8 | 2018-02-01 09:49:26 | 1999 | 15:45:21 | theyre kissing! amber heard and spencer reid! #criminalminds | н ⌋ |
| 9 | 2018-02-02 19:04:58 | 774 | 11:42:22 | acabo de ver a amber heard en criminal minds y no puede ser tan linda en serio no puede https://t.co/qz4jqcmf73 | karina |
| 10 | 2018-02-14 07:45:44 | 1921 | 04:23:00 | please check out & retweet - amber heard avoids jail in australian dog smuggling case https://t.co/t3anetww5s | The Legendary Trend |
| 11 | 2018-02-17 22:58:16 | 1225 | 22:45:58 | makes me laugh when i am still hearing people say “amber heard deserved better” even if you did think johnny abused her, don’t forget she was actually convicted of abusing her ex. get your facts straight. | DDNicole |
| 12 | 2018-02-20 23:15:02 | 2525 | 05:50:30 | prima stagione di criminal minds e c'è amber heard che ci sta provando con reid | Ylenia |
| 13 | 2018-03-03 16:08:55 | 815 | 22:42:57 | i have so much respect for amber heard shes such a strong n amazing woman and wow i love her so much she deserves nothing but the best and i hope shes happy n living her best life | siana |
| 14 | 2018-03-31 04:43:23 | 648 | 09:02:52 | amber heard is such a mf legend she doesnt get the respect she deserves for being the baddest mf bitch out there i cant wait for aquaman to come out so yall can see her steal that fucking screen https://t.co/jmpvmte85q | sophie |
| 15 | 2018-04-17 09:41:10 | 664 | 21:50:06 | grace randolph is one messed up woman, huh? i mean anyone who defends johnny depp against amber heard deserves to get their head examined. i don’t care who you are or what you claim to be. | seolin |
| 16 | 2018-05-07 23:07:47 | 74 | 05:07:41 | this is elon's new girl. saying she's a small step down from amber heard is like saying a dinghy is slightly smaller than a cruise ship. sorry to break it to you elon, but you'll be chasing women far uglier than this after you're publicly humiliated, bankrupt and in prison. $tsla https://t.co/kkqhzpr4y3 | NetflixAndLamp |
| 17 | 2018-05-10 01:38:53 | 2139 | 08:27:59 | aquaman is going to outgross crimes of grindewald and amber heard is gonna get the rightful praise she deserves https://t.co/w58ebedykw | Josh |
| 18 | 2018-05-12 00:52:33 | 2067 | 01:02:25 | @jessiemaltin on another note, i cannot bring myself to watch anything johnny depp is in, even potc. he has been unprofessional on set for years, and i believe amber heard when she said he assaulted her. i’m still mad that she didn’t get the justice she deserved. | Helen Groothuis |
| 19 | 2018-05-14 08:07:48 | 2010 | 04:45:04 | please check out & retweet - amber heard avoids jail in australian dog smuggling case https://t.co/t3anetww5s | The Legendary Trend |
| 20 | 2018-05-21 20:50:14 | 722 | 04:17:34 | @hellresidentny 4) will your dad be punished for sexually abusing you? 5) will amber heard stans get a life? 6) aqua man will be shit....not question just facts | Vegeta Solo |
| 21 | 2018-05-21 20:59:13 | 675 | 01:13:20 | amber heard is outhea flourishing and it’s what she deserves! https://t.co/obckkzh4sv | jade. 🌹 |
| 22 | 2018-05-23 02:26:31 | 3236 | 18:12:35 | never back down is a criminally underrated movie. should have won an oscar! amber heard is just absolutely gorgeous which helps. | Stephen Ogrodnik |
| 23 | 2018-05-28 03:40:22 | 1859 | 03:33:28 | criminal minds bring back amber heard aka lila archer challenge | madeline |
| 24 | 2018-06-02 23:42:24 | 3424 | 18:58:28 | johnny depp beat up his wife, amber heard and he keeps trying for sympathy. he's fine. he just needs to go to jail! https://t.co/8nz0i0tr3o | Aurelia Cotta |
| 25 | 2018-06-03 05:28:02 | 3348 | 22:53:22 | @_brookieb_ @simonefiasco if i believe in karma, i woulda said he's rotting away as karma for how he did amber heard | Nobody cares, man. |
| 26 | 2018-06-04 01:26:33 | 2296 | 23:29:24 | amber heard’s powerful karma https://t.co/yqzhaiwdrg | 🍡 |
| 27 | 2018-06-07 12:57:30 | 2528 | 04:40:30 | she also said that amber heard deserved to be hit by johnny depp. grace randolph is a freaking self-hating scumbag. she is always personally attacking other women. https://t.co/chatanvvp5 | ZAK is twerking on the Devil💗💜💙 |
| 28 | 2018-06-16 01:42:20 | 3378 | 04:17:15 | @jvfriedman as they always are. but like my sister said this morning: kill your darlings. hold these assholes responsible. our adoration is not a get out of jail free card for being a monster. we saw this with johnny depp. we can't let chloe become amber heard. | Marissa ✊🏻✊🏾✊🏿 |
| 29 | 2018-06-16 01:44:06 | 3378 | 04:19:01 | this chris hardwick situation feels like johnny depp all over again. we cannot let chloe become amber heard. kill your darlings, boys and girls. our adoration is not a get out of jail free card. | Marissa ✊🏻✊🏾✊🏿 |
| 30 | 2018-06-23 08:25:46 | 1561 | 10:36:17 | this article is karma for treating amber heard like **** https://t.co/zhbcgugflo | Niamh Crawley - SHE/THEY |
| 31 | 2018-06-23 13:57:26 | 3164 | 17:33:19 | giuro che questa sarà l'ultima cosa che dirò su criminal minds ma... mi sono accorta solo ora, dopo milioni di anni che guardo questa serie, che lila archer e' amber heard wtf https://t.co/dcbhevye4l | agent sara 🧣aot 139 spoilers |
| 32 | 2018-07-04 00:41:05 | 1348 | 06:06:46 | @prisonplanet amber heard is the left? only you mentioned "minorities". who is "pissed off"? a lady simply recognized that people illegally in the country desire employment that's easy to conceal..you added a lot to this. | Greg Fann |
| 33 | 2018-07-04 01:05:41 | 3240 | 11:55:25 | @prisonplanet @cernovich who the mcfuck is amber heard? | Rod Gee |
| 34 | 2018-07-04 01:30:45 | 2139 | 20:15:56 | @occidentalawake @prisonplanet will a hero please step up, save the immigrants, and stop the impending crisis of amber heard having to do her own housework and gardening! https://t.co/dtgoofuxpj | Duncan Smith |
| 35 | 2018-07-04 02:46:28 | 2899 | 06:33:15 | you see...we can call out amber heard's ignorant tweet about the ice and immigrants without saying shit like , "she deserved to be beat by johnny" or "y'all cancelled johnny depp over this racist bitch?" yeah. lol we aren't gonna fucking do that. | ✨𝝠sh ✨ |
| 36 | 2018-07-04 06:04:43 | 78 | 00:56:38 | i told some racist shit stain that he should kill himself and twitter put me in jail for 12 hours and now there’s idiot amber heard fans in my mentions all pissed off because i called her ugly and basic. lmaoooo a dayyyy | delias dede |
| 37 | 2018-07-10 00:25:31 | 444 | 07:05:29 | "johnny depp" aka johnny debt it's all about karma, maybe everyone now knows his methods of not taking responsibility for his actions = be a fucking coward, he's not a victim. amber heard was were telling the truth | PlanetEmerald |
| 38 | 2018-07-11 22:51:18 | 2207 | 20:27:08 | @oddnmacabre in full truthiness, i’ll watch anything with amber heard. i think she’s criminally underrated and undercast, and makes even the worst movies better. but as best i can recall, i also found this one pretty compelling overall! #frightclub #alltheboyslovemandylane #horror | Helen Noble 👀 Is Half Vaxxed ⚖️ |
| 39 | 2018-07-25 20:51:58 | 2969 | 10:46:46 | si lo que leí es cierto, nicole kidman tuvo tensión con amber heard, al parecer nicole defendió a johnny depp. hahaha ojalá sea cierto, el karma pone a todos en su lugar. y en la cómic con tienen que estar juntas promocionando, por lo que nicole podría fingir, así que no cuenta. | Beck Barnes-Stan ✪🎬 |
| 40 | 2018-07-28 19:42:29 | 2938 | 08:42:29 | @ucheobidi see ehn, dc has too much money to be serving us drag queen realness with their wigs! amber heard deserved better! so does this girl! how much is their wig budget?? n2k??! tueh! 😩 | Astor ™ |
| 41 | 2018-08-01 12:50:36 | 59 | 16:39:12 | amber heard i think that now you just have to keep quiet you have no right of speech, you said so much too until now, all bullshit, that now you have turned against! you're getting what you deserve! you're just a slippery viper! #ibelievehim #justiceforjohnnydepp https://t.co/tn6xmqaegi | 🥀♥️NancyIsy_Depp🥀♥️#IBelieveHim |
| 42 | 2018-08-01 23:22:01 | 39 | 04:46:09 | hell yes he is! karma is coming for you ambitch! #ibelievehim #justiceforjohnnydepp #johnnydeppisinnocent #johnnydepp #wearewithyoujohnnydepp #amberheardisanabuserandaliar | Marsha Camille |
| 43 | 2018-08-01 23:43:09 | 401 | 06:22:33 | @usweekly amber heard should go to jail for what she's done to johnny 😡 | goodview |
| 44 | 2018-08-02 06:06:12 | 39 | 11:30:20 | no you are not. you, ambitch are the abuser and a fucking liar. your day is coming. it's called karma, i hear it can be a real bitch. #ibelievehim #justiceforjohnnydepp #wearewithyoujohnnydepp | Marsha Camille |
| 45 | 2018-08-04 14:54:39 | 895 | 10:39:27 | can’t wait for johnny depp to be vindicated and amber heard to get her karma. | nata |
| 46 | 2018-08-06 12:31:45 | 979 | 14:30:27 | amber heard is a guilty , she must be jailed or at least must be punished plus she is a big lier #johnnydeppisinnocent | Endy 🌚 |
| 47 | 2018-08-06 14:07:25 | 364 | 21:39:11 | @giftedbycosmic — ; i’m a fan of amber heard old stuff, don’t watch much of her recent things but no she abused her ex then went on about how depp beat her, honestly it’s karma. you can’t expect to do something and not get it back done | Aʜᴜʀᴀ Bᴏʟᴛᴀɢᴏɴ |
| 48 | 2018-08-06 23:59:42 | 2836 | 02:47:12 | @unfoundation @asteiner @padmalakshmi @realamberheard @uzoaduba have you guys lost all sense of right or wrong? hiring a court proven criminal, narcissist, racist, homophobe like amber heard as your speaker! btw what is she going to teach us? how to beat our husbands? coaxing them fr money? how to manipulate & lie to people? #amberheard | Gargi Mukherjee |
| 49 | 2018-08-12 22:23:45 | 50 | 03:47:53 | that makes me sad, and really fucking angry at the same time. what that bottom feeding fame who're did to johnny isn't right. i just hope karma pays that bitch back for what she has done. #johnnydeppisinnocent #ibelievehim #justiceforjohnnydepp | Marsha Camille |
| 50 | 2018-08-16 13:33:53 | 3711 | 21:10:49 | nicole is obsessed with the story of amber heard allegedly left a present for johnny depp before leaving him. what’s the craziest (non-criminal) thing an ex has done on the way out? https://t.co/gw4jck5t8t | The Morning Mash Up |
| 51 | 2018-08-16 19:21:32 | 1698 | 00:50:35 | cara delevingne amber heard et ashley benson dans le mm film fin fo absolument pas kjaille le voir au ciné paske jv très clairement avoir un orgasme devant l'écran | Judith |
| 52 | 2018-08-18 07:34:53 | 498 | 21:52:29 | @mayak215 that documentary was produced by depp himself. so of course those satanists were portrayed as innocent. but why do you all only attack amber heard? why don’t you guys ever attack his criminal buddies: roman polanski, marilyn manson, or hunter s. thompson??? | Julian Van Hammer |
| 53 | 2018-08-18 08:31:39 | 803 | 17:48:44 | @garanceamarante @tatiebertney je ne crois pas qu'il y en ai moins mtn.🤔 regarde, johnny depp qui a quitté v. paradis pour amber heard. aussi, un chef de parti populiste anglais qui a plaqué sa femme à noel pour une fille de 25 ans mais "karma is a bitch" 🤨 | Diana |
| 54 | 2018-08-29 19:30:23 | 2858 | 22:17:53 | @drmcaligari @deadline @variety @etnow @tmz because then they'd have to admit that they're absolutely wrong to support the real abuser amber heard and fed agenda driven social media hysteria that serves little purpose towards woman's justice n freedom n only helps criminal females to get away with their shits. https://t.co/kivi8xm1ba | Gargi Mukherjee |
| 55 | 2018-08-29 20:27:23 | 282 | 22:53:34 | a lei do karma é lei universal, e tudo que vai volta, e não há verdade que um dia não venha à tona #justiceforjohnnydepp | Liz |
| 56 | 2018-09-05 01:16:14 | 703 | 21:44:00 | @f4jofficial roxanne and amber heard same person! they should both be in prison! | bling pipe✨🌊🏄♀️✨ |
| 57 | 2018-09-07 07:39:35 | 1226 | 21:16:20 | here's hot pics of amber heard and yanet garcia to remind you guys not to become gay after decriminalization of section 377. rt this to your followers to remind them too. #section377 #section377verdict https://t.co/xtvcu0hwm3 | Pankit Shah |
| 58 | 2018-09-14 18:09:10 | 576 | 21:54:53 | "unclose your mind. you are not a prisoner. you are a bird in flight, searching the skies for dreams." ~ haruki murakami #ibelievehim #johnnydepp #justiceforjohnnydepp #ibelieveinyoujohnnydepp #wearewithyoujohnnydepp #johnnydeppisinnocent 📸to the owner https://t.co/thj5gbk1li | 𝕷𝖎𝖙𝖙𝖑𝖊 𝕻𝖊𝖊𝖕𝖘 🏴☠️#JusticeForJohnnyDepp |
| 59 | 2018-09-15 01:45:04 | 1467 | 07:09:29 | estoy viendo criminal minds y katheryn winnick y amber heard aparencen en el mismo episodio | genesis |
crime_users = df_crime_sub.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ntweets'})
helpers.barh(crime_users.head(15), '"Crime & Jail" Top Commented Users', threshold=0, c=0)
All the users are investigated in the threat users below
set_crime_users = set(crime_users.username.head(15))
helpers.contr_peaks(df_tweets, "Dr. Sagan says INXS is the best band ⚛️", n=3, threshold=0)
df_threat.query(" username == 'Dr. Sagan says INXS is the best band ⚛️' ").text.value_counts().head()
today is a new day. amber heard should be in prison. thanks for coming to my ted talk. 1 amber heard needs to report to prison. turn yourself in she-devil. 1 @belladonnamerie it’s january 4th, 2021, and amber heard should be in prison. 1 it’s december 31st, and amber heard should be in prison. 1 it’s november 8th, and amber heard should be in prison. 1 Name: text, dtype: int64
This get only about one-third of the previous keywords counts (But More Accurate Results)
threat_sub = {'#amberheadrotinhell', '#amberhearddeservestoburninhell', '#amberheardgoingtohell',
'#amberheardgotohell', '#burninhellambitch', '#gotohellamber', '#rotinhellamber', '#tohellwithamber',
'abuser deserve', 'accused amber heard of murder', 'amber can die', 'amber die', 'be punished',
'been punished', 'burn amber', 'burn in', 'burn the devil', 'burn the hell', 'burn the witch',
'burned to death', 'burns in', 'chose to die', 'circle of hell', 'criminal', 'death to', 'deathto',
'depths of hell', 'deserve lethal punish', 'deserves burned in', 'deserves every punishment',
'deserves hell', 'deserves to die', 'die a painful death', 'get the karma you deserve', 'go kill',
'go straight to hell', 'go to hell', 'goes to hell', 'going to hell', 'heard being punished',
'heard can die', 'heard deserve', 'heard die', 'heard murdered', 'heard needs to die',
'heard to die', 'her crime', 'her punish', 'hope you die', 'in hell', 'it will kill you',
'i’ll kill you', 'jail', 'karma', 'kill amber', 'kill that bitch', 'kill that cunt',
'kill that princess', 'kill this amber', 'kill this bitch', 'kill this vampire',
'kill your fucking abuser', 'killamber', 'legal to murder amber', 'level of hell', 'levels of hell',
'like to murder amber', 'mera to die', 'parts of hell', 'pit of hell', 'pits of hell',
'please murder amber', 'prison', 'punish amber', 'punish her', 'punish the abuser', 'rots in',
'rots to death', 'she deserve', 'should be burned in', 'starves herself to death',
'to hell with amber', 'to hell with her', 'what you deserve', 'will murder amber', 'you to die'}
df_threat_sub = df_tweets[df_tweets.text.str.contains('|'.join(threat_sub))]
df_threat_sub.shape[0]
16473
# exclude all the users with positive tweets
df_threat_sub = df_threat_sub[~df_threat_sub.username.isin(remove_users)]
print(f'{df_threat_sub.shape[0]} contributions, made by {df_threat_sub.username.nunique()} Users')
df_threat_sub.head(2)
11071 contributions, made by 7854 Users
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 591 | 2018-01-08 17:58:57 | NaN | NaN | NaN | http://pbs.twimg.com/profile_images/8815105094... | en | @iolovesyou @angb2909 video? you mean the one ... | 108 | goodview | 2017-06-26 17:20:36 | ... | 950426613446991872 | meanchi0421 | NaN | 2018-01-08 | 2018 | Jan | 8 | 196 days 00:38:21 | 196 | 00:38:21 |
| 802 | 2018-01-10 14:05:23 | https://pbs.twimg.com/profile_banners/17424031... | to truly love another person is to accept that... | NaN | http://pbs.twimg.com/profile_images/1384583158... | en | i forgot that amber heard was in criminal mind... | 158 | phoebe • #bruna | 2010-08-03 13:01:39 | ... | 951092611670003712 | zarijiwe | https://t.co/L5a7TM7SMw | 2018-01-10 | 2018 | Jan | 10 | 2717 days 01:03:44 | 2717 | 01:03:44 |
2 rows × 23 columns
threat_daily = df_threat.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ntweets')
title = 'A Heat Map for the Threat tweets'
helpers.facet_heat(threat_daily, title, n_col=4, vmax=200)
threat_dates = df_threat.groupby(['date']).agg({'text':'count', 'user_id': 'count'}).reset_index(
).rename(columns={'text':'ntweets', 'user_id': 'n_users'}).sort_values('ntweets', ascending=False)
threat_dates.head(15)
| date | ntweets | n_users | |
|---|---|---|---|
| 648 | 2020-02-02 | 3441 | 3441 |
| 926 | 2020-11-06 | 1768 | 1768 |
| 927 | 2020-11-07 | 1562 | 1562 |
| 922 | 2020-11-02 | 1440 | 1440 |
| 931 | 2020-11-11 | 956 | 956 |
| 1065 | 2021-03-25 | 863 | 863 |
| 930 | 2020-11-10 | 796 | 796 |
| 817 | 2020-07-20 | 792 | 792 |
| 929 | 2020-11-09 | 758 | 758 |
| 928 | 2020-11-08 | 722 | 722 |
| 649 | 2020-02-03 | 722 | 722 |
| 932 | 2020-11-12 | 592 | 592 |
| 647 | 2020-02-01 | 565 | 565 |
| 933 | 2020-11-13 | 492 | 492 |
| 1040 | 2021-02-28 | 479 | 479 |
helpers.bar_peaks(threat_dates[['date', 'ntweets']].head(2),
'Threat tweets Peak Dates')
# df = df_threat_sub[['text', 'username','created_at']].head(60)
# with pd.option_context('display.max_colwidth', None):
# display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
df_threat_sub.text.value_counts().head(60)
@realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 22 @realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnnyf #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 16 amber heard should be in jail 11 @realamberheard i really hope you get what you deserve.\n#justiceforjohnnydepp 7 i hope amber heard rots in hell 7 @realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport @aquamanmovie #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 7 i want amber heard in prison for abusing & defaming an innocent person. do you? 6 when a man abuses a woman, his disgusting, nasty, repugnant ass needs to be in jail and held accountable.\n\nwhen a woman abuses a man, her disgusting, nasty, repugnant ass needs to be in jail and held accountable\n\nvictims deserves justice.#justiceforjohnnydepp 5 @karmardanmik #justiceforjohnnydepp 5 is amber heard in jail yet? 5 #justiceforjohnnydepp #jailforamberheard 4 amber heard should be jailed 4 amber heard can rot in hell 4 amber heard should be in prison 4 prison for amber heard 4 throw amber heard in jail 3 amber heard needs to be in jail 3 @nickwallis wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 3 amber heard can rot in hell. 3 @karmardanmik 🖤🖤🖤🖤🖤🖤🖤🖤\n#johnnydepp\n#downwiththesun\n#bringjohnnythathorizon\n#justiceforjohnnydepp\n🖤🖤🖤🖤🖤🖤🖤🖤 3 put amber heard in jail 3 @karmardanmik 🖤🖤🖤🖤🖤🖤🖤🖤\n#johnnydepp\n#downwiththesun\n#bringjohnnythathorizon\n#justiceforjohnnydepp\n#wearewithyoujohnnydepp\n🖤🖤🖤🖤🖤🖤🖤🖤 3 amber heard for prison 2020 3 amber heard is an abuser deserve lethal punishment pass it on 3 there’s a special place in hell for amber heard 3 amber heard go to jail challenge 2 @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 2 amber heard can go to hell 2 #amberheardisanabuser #justiceforjohnnydepp \nhttps://t.co/j5lxkiv8o5\n451 k \nwe will not glorify the criminal, abuser, slanderer, liar amber heard in the entertainment industry. 2 from a non-fan...\n\nwho should i believe?\n\namber heard, who has a criminal record..\n\ntasya ree, the woman heard beat in 2009, causing her arrest..\n\ndepp, who has no criminal record that i know of..\n\nor none?\n\ni wonder who to trust. 2 : put amber heard in jail!!! - sign the petition! https://t.co/e3b0b9rg1x via @change 2 i hope amber heard gets what she deserves one day 2 thread: i am disgusted by how msm is reporting on the #justiceforjohnnydepp case. as an advocate for people like #julianassange who is a real journalist who is currently in jail for printing the truth locked up across the thames for that very court house. #freeassangenow 1/4 2 i hope amber heard rots in jail 2 why isn’t amber heard in jail 2 amber heard deserves hell 2 amber heard deserves to rot 2 god punish amber heard 2 listen to the people and stop endorsing and enabling evil amber heard and her criminal ways. \n@lorealparisusa\n@ungeneva\n@aclu\n@aclu_mass\n@sams_usa\n@nlatun\n@argentinaun 2 #justiceforjohnnydepp\namber heard should be punished 2 #jailforamberheard #justiceforjohnnydepp 2 i hope amber heard burns in hell 2 @youdidnotexist i really hope to see #justiceforjohnnydepp at some point.. not just to make him pay the taxes he hasn't paid for 17 years, but he should also be charged, tried and jailed for drug smuggling, perjury and 14 counts of domestic violence. 2 why isn’t amber heard in jail yet? 2 amber heard needs to be in prison 2 cant wait for amber heard to go to jail 2 may amber heard rot in hell. 2 just another reminder that johnny depp deserves justice and amber heard deserves jail 2 @realamberheard @kamalaharris @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnnyf #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 2 @prisonplanet #justiceforjohnnydepp 2 @realamberheard @ccrinitiative @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 2 throw amber heard in jail. 2 @realamberheard #amberheardisanabuser #amberheardisaliar #justiceforjohnnydepp #karma #boycottwb 2 they've already made a low-key mockery of aquaman, but if they don't fire amber heard - and lock her away in an atlantean prison- i will personally summon all sea life and rain down destruction on the idiots that are giving her a free pass. aquaman would not stand for this. 2 amber heard needs to be in jail. 2 amber heard deserves the death penalty 2 @un_women amber heard to jail. 2 amber heard needs to be put in jail 2 amber heard deserves jail time 2 amber heard can die 2 Name: text, dtype: int64
df_threat_sub.text.value_counts()[60:].head(60)
amber heard is a liar, a manipulator, and an abuser who publicly lied about johnny depp abusing her physically when it was actually her. now that the evidence in the audio has come out-she deserves to be charged. #justiceforjohnnydepp #justiceforjohnnydepp 2 amber heard belongs in jail. 2 amber heard deserves to lose everything 2 @realamberheard @nytimes @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 2 so when is amber heard going to jail? 2 want amber heard in prison for abusing & defaming an innocent person. do you? 2 amber heard needs to rot in jail 2 hope amber heard goes to hell 2 amber heard should be in jail. #justiceforjohnnydepp 2 amber is the abuser! not only did she abuse her ex-spouses, but she also dragged down the credibility of the real victims of domestic violence! she deserves nothing but misery! #justiceforjohnnydepp 2 there's a special place in hell for amber heard 2 @daily_express completely irrelevant. just another dig \n\nthe public are much more interested in reading an article from yourselves on amber heard lying about the donation of $7m to charity. she's admitted to abusing johnny depp, lied on oath, now she's committed fraud.\n\nshe deserves jail right? 2 karma comes for amber heard's aquaman 2 role | johnny depp's case moving... https://t.co/3ahptyukju via @youtube 2 please check out & retweet - amber heard avoids jail in australian dog smuggling case https://t.co/t3anetww5s 2 how the fuck is it fair that johnny depp has been forced to quit his role in fantastic beasts while amber heard is still on aquaman 2?! karma is coming for her big time 2 why is amber heard not in jail yet 2 : put amber heard in jail!!! - sign the petition! https://t.co/37nhed96hp via @ukchange 2 if amber heard is found to have been lying, she could be in for some jail time 😬\n\nhttps://t.co/sp1nbdpjcj 2 female vs men abuse should not be tolerated. lying and using the real pain of real domestic abuse victims is criminal. shame on her and the media being complicit in defaming johnny. he was the one suffering. she is a psycho sociopath. she is the real monster #justiceforjohnnydepp 2 #amberheardisanabuser #justiceforjohnnydepp \nhttps://t.co/j5lxkiv8o5\n437 k \nwe will not glorify the criminal, abuser, slanderer, liar amber heard in the entertainment industry. 2 amber heard is why women who make false allegations should go to jail. violence has no gender. \n#fireamberheard #justiceforjohnnydepp 1 #amberheardisaliar #amberheardoutofaquaman #amberheardistherealabuser #amberheardisawifebeater\n#amberheardshouldbeinjail 1 and no judge could possibly get away from the karma that will return to her all the abuse, negativity and lies she choose to protect.\n#amberheardisaliar\n#thejudgeisaliar\n#justiceforjohnnydepp 1 amber heard deserves all what octavian is getting. infact times 2 cus i don't know why it's taking so long 1 boycott amber heard and put her in jail for abusing and lying in her testimony. no more fake news!!!#amberheardisanabuser 1 the movie is trash anyway. fuck that bitch she deserve to be in jail for life #justiceforjohnnydepp 1 that’s it. we’re boycotting justice league. you get me everyone! do not support people that support criminals! amber is a criminal #justiceforjohnnydepp 1 dc entertainment: remove amber heard from aquaman 2 - sign the petition! https://t.co/q32aedmbhi via @change let kick out an abuser of jonny deep and a criminal 1 if i've said it once i've said it a thousand times. to hell with amber heard 1 that bitch amber heard is going to hell. 1 amber heard is going to hell x 1 @minners6 @nicholasdeorio @bowblax @prisonmateluke sadly the amber heard situation makes me have absolutely no hope for any repurcussions for false allegations. 1 she is crazy. she deserves to go to prison, she is not a victim!!!!!!! \n\nmen are victims of domestic abuse too!!!!!!!!!!!!!!!!!! #justiceforjohnnydepp #amberheardisanabuser 1 #justiceforjohnnydepp\n#mencanbevictimstoo\n„state of california : file criminal charges against people that falsify evidence in domestic violence cases” - jetzt unterschreiben! https://t.co/xgi7ge3g4l via @changeger 1 to the men & women who asked johnny depp to leave fb3: in case you or any of your loved ones will experience the kind of abuse that a female diagnosed sociopath did to johnny depp, that's bad karma. #justiceforjohnnydepp\n@att @jasonkilar @warnerbros @wbpictures @warnermedia 1 she deserves to rot. all women like her deserve to rot. fuck you if you’re defending her actions. it isn’t just women, men get abused too. #justiceforjohnnydepp 1 and he is a victim of abuse why is his job being targeted. amber heard should be jailed and pay for all she's done 1 i mean this from the bottom of my heart. fuck that raggedy ass white bitch amber heard karmas a son of a bitch and she’s coming for ur bitch ass u cunt fuck u. and if i see u in person i’m spitting on u whore https://t.co/kbxokivzci 1 i call this karma #amberheardisanabuser https://t.co/tiezjd7znc 1 just a quick psa. \n\non my twitter account we stan johnny depp and we hope amber heard rots in hell cause shes a bitchhhhhhhh. \n\nthat's all carry on😊. https://t.co/bqvoz9n6tp 1 good morning to everyone but amber heard, i hope she gets what she deserves 1 @moviefan86 karma is coming - her day will come and johny like the phoenix will resurrect and the whole world will finally know the truth . amber heard is a lying cheating manipulative corrupt ambuser ! 1 fuck amber heard, she deserve to rot in prison 1 do the magic✍️✍️\n#justiceforjohnnydepp \nstate of california : file criminal charges against people that falsify evidence in domestic violence cases - firma la petizione! https://t.co/yqp3ktlhom via @changeitalia 1 @hpotteruniverse i will not be watching the last three instalments. what amber heard has done to his career is appalling. what hollywood is doing is disgusting. there is such a thing as domestic violence against men. his is a huge disservice she should be in jail 1 people really believing johnny depp when he has repeated cases of violence since the 90’s, defends pedos like roman polanski and said he would burn amber heard alive and rape his burnt corpse 1 @artsaheard @craig232 @realamberheard you’re supporting an abuser so what type of person does that make you? amber heard deserves a lot worse than harassment i hope she burns in hell for what she has put johnny depp and others through #justiceforjohnnydepp 1 i'm from #austin as well\nas #amber i met \n#johnnydepp yrs ago on\nthe #rumdiaries red carpet,\ni do not know anyone here\nwho claims her at all. she's a\ndisgrace to real victims.\ni'm one\n#metoo fraud\n#justiceforjohnny\n#amberheardisanabuser \n#leakedtapes\n#karma is a bitch & so is she https://t.co/kbteqgzgfp 1 since when do we as a humanity accept domestic violence? she should be in prison for assault but instead she still has her career as johnny is left in the dust! \n\n#justiceforjohnnydepp #justiceforjohnny #boycottfantasticbeasts #boycottwarnerbros https://t.co/t2nkumkao1 1 the thing is with this whole #justiceforjohnnydepp scenario is that it's the limelight of double standards... a man is wrongly accused of horrible things and nobody is to believe him. his career is wrecked whilst amber is living the dream...\n\nuntil she goes to prison. 1 @realamberheard you’re an absolutely disgusting and vile human being!! you know god damn good and well that you are the abuser and not johnny!! i hope you burn in hell. you’re an evil bitch!! #amberheardisaliar #westandwithjohnny 1 @realamberheard is such trash. i hope you get what you deserve! #justiceforjohnnydepp #amberheardisanabuser 1 screw britney spears' dad and amber heard i hope you both rot in hell. #freebritney #amberheardisanabuser 1 #justiceforjohnnydepp notice how everyone is coming together because a man was abused and for some reason he lost his job as she didn’t. this is so fucking enraging. give him his god damn job back and punish her. please stand with him not against❤️ 1 @karmaisalego @mygrindelwald @gracerandolph demon, meaning #amberturd, friend, not you. #justiceforjohnnydepp \n#johnnydeppisinnocent \n#johnnydeppisgrindelwald \n#boycottfantasticbeasts3 \n#boycottaquaman2 https://t.co/4wol8jo4u1 1 @realamberheard how about you stop lying and be a women and tell the truth! you should be in jail for making these false accusations. \n#amberheardisanabuser #justiceforjohnnydepp 1 @theblastnews that's what she deserves. \n\n#fireamberheard #justiceforjohnnydepp #johnnydeppdeservesjustice #johnnydeppismygrindelwald #johnnydeppisasurvivor 1 never used twitter a day in my life but made this just to say fuck you amber heard. there’s a seat in hell with your name. not to mention you’re a shit, bland, emotionless actress. @realamberheard 1 amber heard is an absolute cunt, can't wait for her to get her karma 1 amber heard? yeah amber heard she going to fucking prison🥰 1 Name: text, dtype: int64
df_all_hell = df_threat_sub[df_threat_sub.text.str.contains('go to hell')]
print(f'{df_all_hell.shape[0]} contributions, made by {df_all_hell.username.nunique()} Users')
df_all_hell.head()
172 contributions, made by 166 Users
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 46265 | 2019-02-05 14:24:17 | https://pbs.twimg.com/profile_banners/91919598... | #JohnnyDepp 😻 #IBelieveJohnnyDepp ❤\n#DeppHead... | NaN | http://pbs.twimg.com/profile_images/1323749027... | en | i just want amber heard\ngo to hell 😡😡😡😡😡😡😡 | 1140 | Depp ☪♊ IBelieveHim 🇮🇹 | 2017-10-14 13:39:35 | ... | 1092791023862980609 | deppfamily | NaN | 2019-02-05 | 2019 | Feb | 5 | 479 days 00:44:42 | 479 | 00:44:42 |
| 60614 | 2019-03-12 20:23:36 | https://pbs.twimg.com/profile_banners/51929309... | Med student. Contributor. Digital marketer. Ho... | Pakistan | http://pbs.twimg.com/profile_images/1383756306... | en | amber heard and all the women who use #metoo f... | 996 | Manal | 2012-03-09 08:07:47 | ... | 1105565022481272834 | meemelif | https://t.co/8y8OO0yNU3 | 2019-03-12 | 2019 | Mar | 12 | 2559 days 12:15:49 | 2559 | 12:15:49 |
| 66086 | 2019-03-13 01:12:15 | https://pbs.twimg.com/profile_banners/28707943... | ♈︎ | 🤎 | paris | http://pbs.twimg.com/profile_images/1383564641... | en | amber heard can go to hell | 461 | melany 🧚🏽♀️ | 2014-11-10 16:52:31 | ... | 1105637665397981197 | jcssmelaa | NaN | 2019-03-13 | 2019 | Mar | 13 | 1583 days 08:19:44 | 1583 | 08:19:44 |
| 67806 | 2019-03-13 06:40:44 | https://pbs.twimg.com/profile_banners/61933746... | Writer, Host, VO Artist | NaN | http://pbs.twimg.com/profile_images/1370704282... | en | amber heard can go to hell. she just made it h... | 432 | Sam Valmonte | 2009-08-01 02:03:32 | ... | 1105720330197262336 | samvalmonte | https://t.co/1RS2VttDh4 | 2019-03-13 | 2019 | Mar | 13 | 3511 days 04:37:12 | 3511 | 04:37:12 |
| 67586 | 2019-03-13 16:05:53 | https://pbs.twimg.com/profile_banners/24352621... | #HomeIsHere ♡ 😎🇺🇸 #GetYourVaccineToEndCOVID19❗... | Chicago! | http://pbs.twimg.com/profile_images/1350254550... | en | i got plenty of shit on twitter for defending ... | 286 | ☆𝕊𝕂𝕐 | 2011-01-27 07:05:00 | ... | 1105862555472416769 | ___ItsJustMe | NaN | 2019-03-13 | 2019 | Mar | 13 | 2967 days 09:00:53 | 2967 | 09:00:53 |
5 rows × 23 columns
df_all_hell.text.value_counts().head(60)
amber heard can go to hell 2 i just want amber heard\ngo to hell 😡😡😡😡😡😡😡 1 amber heard can literally go to hell. 1 and a big fuck you to @realamberheard for ruining the next fantastic beasts movie and slandering the name of an icon fucking lyin ass bitch go to hell #justiceforjohnnydepp 1 so just got told about the case of the man the legend himself jhonny depp yeah i am a big fan a of harry potter series and fantastic beasts but i'm gonna not see because of the fucking @wbpictures go to hell you amber heard i'm so frustrated right now #justiceforjohnnydepp 1 you can just go to hell @wbpicturesid for what you do.\nyou stood by with an abuser and yoi will forever be remembered for this !!\n#justiceforjohnnydepp 1 #justiceforjohnnydepp any real dv, assault, mental health advocates know that johnny deserves better and amber needs to go to hell 1 fuck u amber heard and go to hell 1 amber heard can go to hell seriously!! 1 johnny depp deserves justice and amber heard deserves to go to hell 1 these motherfuckers get upset about cancel culture when a man abuses a woman, but the moment someone mentions amber heard they act like they’re starting the metoo movement. \n\nmakes my balls itch, man.\n\nbut yeah, also fuck amber heard. she can go to hell. 1 this woman is a demon! she fucking ruined his career as well as his life! go to hell, amber! #justiceforjohhnydepp #amberheardisaliar 1 can i just say amber heard can go to hell?\npreferably prison, too 1 amber heard can go to hell with her lying, manipulation and abuse! #justiceforjonnydepp 1 and amber heard can fucking go to hell. 1 fuck amber heard. she can go to hell 1 amber heard should go to hell. she's the most disgusting thing right now. 1 so fucking sad. i loved aquaman, but amber heard could honestly go to hell. have someone else play mera. 1 amber heard can really go to hell and choke on the devils dick #justiceforjohhnydepp #cancelamberheard 1 i don't consider myself a good person and am sure that i will go to hell. but now the prospect doesn't seem so daunting if it will provide the opportunity to see ah and her corrupted team burning alongside with me.\n#justiceforjohnnydepp \n#fireamberheard https://t.co/fyyq1e9fs1 1 go to hell...\nyou employ a abuser. \n@loreal\nyou make me sick\n#justiceforjohnnydepp 1 @harrypotterfilm @warnerbros the one y’all forced johnny depp, a true legacy and amazing man of his time, resign from? go to hell. #justiceforjohnnydepp #amberheardisanabuser 1 good morning everyone. except you, amber heard. you go to hell.\n#justiceforjohhnydepp 1 dear andrew "asshole" nicol & amber turd\n\ngo to hell!\n\nhope you have a very bad life🥰\n\n#justiceforjohnnydepp 1 amber heard is trying to be the face of support for women who have been abused. she will never represent us and she can go to hell. 1 #justiceforjohnnydepp \n@warnerbros go to hell 1 @thesun can go to hell johnny depp is innocent and should not be slandered like this. he also played an amazing grindelwald and to replace him would be preposterous because he is grindelwald!\n#justiceforjohhnydepp #amberheardisaliar #fantasticbeasts3 #fantasticbeasts #johnnydepp 1 stupid bitch, go to hell \n#justiceforjohnnydepp #amberheardisanabuser \n#amberheardisaliar 1 fuck you amber heard. i’m disappointed throughly with how there’s been no justice for johnny depp. female abusers exist and if you believe otherwise then honestly, go to hell. #johnnydepp 1 johnny, we love you. \nfck amber heard! that btch can go to hell! 1 there is a special place in hell for amber heard. i hope your career gets ruined and you can never book a project ever again. go to hell. 1 go to hell amber heard i fkkking hate you bitch 1 amber heard go to hell\n\n#justiceforjohnnydepp 1 amber heard can go to hell for all i care. johnny doesn’t deserve this shit. #amberheardisanabuser #justiceforjohnnydepp 1 fuck amber heard, she can go to hell!! she should not be in aquaman 2 if johnny can't be grindelwald, i'm sooo sad and angry right now!! 😡😡😡#justiceforjohnnydepp 1 okk so warner bros think they have removed jhonny depp hahaa\nlisten guys you all lost a gem and you are no more worth of it....go to hell😏\n#justiceforjohnnydepp 1 i am not watching next @fantasticbeasts without #johnnydepp. go to hell @wbpictures. #justiceforjohnnydepp 1 i just found out johnny depp is out from the fantastic beast franchise????????? wtf???? hes innocent and hes out while that bitch is still in aquaman franchise???????? i really fucking hate feminazis wtf yall can go to hell #justiceforjohnnydepp 1 they can say what they want but #johnnydepp is innocent and he is being treated unfairly simply for being male. #amberheard can go to hell!\n#amberheardisaliar \nlove you johnny.♥️ https://t.co/ecwe7r5m8i 1 go to hell amber heard 1 enjoy life first burn later.\namber heard go to hell. 1 warner bros asked johnny depp to resign and kept amber herds on their books. total hypocrisy. go to hell amber turd #justiceforjohnnydepp #amberheardisanabuser 1 #fireamberheard is a lovely hashtag but i feel like seeing #fireinjusticenicol there too. this man is as infuriating as ah. go to hell already, both of you\n#justiceforjohnnydepp\n#johnnydeppisinnocent https://t.co/pzi0znxm0y 1 @lightcastpod @wbpictures can go to hell. not buying their💩. i hope many fans never pay for their services and use bootleg websites to watch their movies for just as good quality. first geoff & joss and then heard, seems they’re in business of protecting crooks #sexists #justiceforjohnnydepp 1 really? warner bros really? we just need to know why, johnny depp is an extraordinary actor. bring depp back. we are so sad and angry wb go to hell. \n #cancelwbpictures #justiceforjohnnydepp\n#warnerbrosisoverparty 1 amber heard go to hell challengeeee✅✅ 1 i'm fucking tired of this shit of “justice”. go to hell.\n🖕🏽🖕🏽🖕🏽\n#justiceforjohnnydepp\n#fightforthetrue 1 may amber heard go to hell 1 #justiceforjohnnydepp fuck amber heard she can go to hell https://t.co/uex5torm6d 1 the british legal system can go to hell, they sided with an abusive liar\n#justiceforjohnnydepp 1 i hope everyone has a wonderful day!\n\nexcept that evil bitch amber heard. she can go to hell.\n\nthat is all😂 1 @stirgussa @adam_waldman the same wife of the photographer friend of amber heard stated in 2016 that there was no makeup in the photo shoot and that head butt was accidental to stop an attack by amber. now go to hell they're exposing your idol shit https://t.co/morwnwek7h 1 this monster deserves to go to hell !!!!\n#amberheardisanabuser\n#justiceforjohnnydepp https://t.co/txpg4a5ruw 1 apologize for the fact that she abused him for several years, cut off his finger, and then slandered him to the whole world? go to hell! the best thing depp could have done was to sue her and you @danwootton and he did. i'm proud of him\n#justiceforjohnnydepp\n#amberheardisanabuser 1 if amber heard is in aquaman 2, the movie can go to hell 1 @nlawson946 @phimvle @amywrenjustice @movie_freak86 @johnnycdebt @rdj0hnny @funeeclips @screenrant @warnerbros well amber heard can go to hell 1 #justiceforjohnnydepp amber heard can go to hell 1 amber heard can go to hell !!! #justiceforjohnnydepp 1 @sketchedbat mate i wish anyone that supports amber heard to go to hell. 1 the sun gazetesi, go to hell pls\n#justiceforjohnnydepp 1 Name: text, dtype: int64
helpers.text_all_peaks(df_threat, 'go to hell', n=2, threshold=0)
helpers.users_all_peaks(df_threat_sub, 'go to hell', n=10, threshold=0)
df_all_burn = df_threat_sub[df_threat_sub.text.str.contains('burn in hell')]
print(f'{df_all_burn.shape[0]} contributions, made by {df_all_burn.username.nunique()} Users')
df_all_burn.head()
77 contributions, made by 76 Users
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 69847 | 2019-03-14 22:28:28 | https://pbs.twimg.com/profile_banners/74363268... | Just another average person on Twitter! Please... | USA all the way! | http://pbs.twimg.com/profile_images/7436342947... | en | i'm not a fan of johnny depp, but what happene... | 298 | Oldschool1990/gunandfunguy | 2016-06-17 02:33:42 | ... | 1106321221170483201 | oldschoolquimby | NaN | 2019-03-14 | 2019 | Mar | 14 | 1000 days 19:54:46 | 1000 | 19:54:46 |
| 51947 | 2019-03-15 04:11:54 | https://pbs.twimg.com/profile_banners/26562577... | Love God. Hate showering. | Where the Wild Things Are | http://pbs.twimg.com/profile_images/1224338927... | en | only love for you, johnny depp! so proud of yo... | 320 | Dill Pickle | 2011-03-13 22:05:44 | ... | 1106407648289873920 | dillrussjo | NaN | 2019-03-15 | 2019 | Mar | 15 | 2923 days 06:06:10 | 2923 | 06:06:10 |
| 71066 | 2019-03-30 01:16:47 | NaN | NaN | Chile | http://pbs.twimg.com/profile_images/4391474965... | en | @realamberheard liar, abuser, racist! burn in ... | 37 | esther | 2014-01-19 11:10:27 | ... | 1111799399422853120 | Lady_Hamilton88 | NaN | 2019-03-30 | 2019 | Mar | 30 | 1895 days 14:06:20 | 1895 | 14:06:20 |
| 89869 | 2019-05-21 19:51:28 | https://pbs.twimg.com/profile_banners/10686872... | Questioning life itself | Rio de Janeiro, Brasil | http://pbs.twimg.com/profile_images/1068690589... | en | @mirrorceleb this z list actress is an abuser!... | 50 | Jane Vishous | 2018-12-01 02:04:26 | ... | 1130924085775609856 | EveSalander | NaN | 2019-05-21 | 2019 | May | 21 | 171 days 17:47:02 | 171 | 17:47:02 |
| 169355 | 2020-02-02 02:32:37 | https://pbs.twimg.com/profile_banners/69119545... | The 1 & Only. I came, I saw, and I conquered. ... | Oz | http://pbs.twimg.com/profile_images/1334766976... | en | let this woman burn in hell. #timesup #justice... | 1592 | ᴮᴱDullahan⁷ | 2009-08-26 22:40:43 | ... | 1223796334164992001 | lycanwoman | https://t.co/YgIfECcAvv | 2020-02-02 | 2020 | Feb | 2 | 3811 days 03:51:54 | 3811 | 03:51:54 |
5 rows × 23 columns
df_all_burn.text.value_counts().head(60)
i'm not a fan of johnny depp, but what happened to him is just horrible. amber heard is about to get what she deserves and she can burn in hell for it. 😠 1 #amberheardisanabuser she will pay for this shit. johnny is innocent and he faced violence. she's trying to impose some fake feminism here. hurting men in the name of feminism is shit. may you burn in hell miss heard.\n#justiceforjohnnydepp 1 @realamberheard you’re an absolutely disgusting and vile human being!! you know god damn good and well that you are the abuser and not johnny!! i hope you burn in hell. you’re an evil bitch!! #amberheardisaliar #westandwithjohnny 1 fuck this cunt amber heard fucking bitch burn in hell u twat 1 johnny depp's fans launch twitter war on amber heard saying 'i hope you burn in hell' after pirates of the caribbean star lost his high court libel battle https://t.co/ueb0kctfdl https://t.co/ulycwk3plw 1 it’s actually insane how much i want amber heard to burn in hell what a fucking disgusting bitch she is 1 i want amber heard and all other gingers except for like 4 to burn in hell for eternity :) 1 #amberheardisanabuser you big b**** i hope you burn in hell for everything you've done... #justiceforjohnnydepp johnny is an amazing guy that deserves more. amber heard you're gonna pay for this!' https://t.co/qwzstx8kbl 1 burn in hell amber heard!\n#jhonnydepp 1 anyone who knows anything about johnny depp knows he’s innocent. i hope amber heard,warner bros, and disney burn in hell. #amberheardisanabuser #destroyherreputation #amberheardisaliar #amberheardistherealabuser #amberheardabusedjohnnydepp #amberheardistheabuser #justiceforjohnny 1 they do this to johnny (who's proved to be the victim) and they did nothing with amber heard for aquaman.\nwarner bros will burn in hell for this injustice. 1 i hope you burn in hell #amberheardisanabuser 1 i hope next year is better for the whole world, it's been crazy. i wish you all the best. except you amber heard you can burn in hell. :d 1 i hope u burn in hell, amber heard. 1 @realamberheard i hope you fucking burn in hell for what you did to the wholesome man, i hope your life gets ruined and you get hurt way worse than you abused my boy johnny\n #justiceforjohnnydepp 1 johnny depp's fans launch twitter war on amber heard saying 'i hope you burn in hell' after pirates of the caribbean star lost his high court libel battle \nvia https://t.co/gog3zyuj5k @realamberheard stay strong #amberheard https://t.co/pfz4vp5mu4 1 @johnjohnnydepp \nyou are an amazing person! i believe in you and no one will ever change my mind. amber heard is a whore who deserves to burn in hell! just know more people love and are praying for you. keep your head up! 1 johnny depp's fans launch twitter war on amber heard saying 'i hope you burn in hell' after ... https://t.co/jp6zuppch2 1 i will always be on johhny's side. amber heard can burn in hell!#justiceforjohnnydepp 1 amber heard i wish you burn in hell for all eternity 1 man fuck naw naw i’m pissed someone hurt ben (emotionally) and god dammit i hope they burn in hell along with amber heard. https://t.co/djgoaeyf9j 1 fuck you amber heard, burn in hell bitch 1 amber heard women like you deserve to burn in hell. 1 i hope the bitch burn in hell and anyone who supports her abusive ass 🖕🏾 #justiceforjohnnydepp 1 even after being found guilty she’s postin shit like this these feminist movement is a ll about doing shit then cryin out i’m a woman i deserve justice for something that i’ve done completely wrong but i can’t be punished imma woman “ i hope you and amber heard will burn in hell. 1 daily reminder that johnny depp deserves justice and amber heard can burn in hell https://t.co/euxorszbcw 1 @drugproblem @realamberheard @eve_barlow burn in hell! 🖕 @realamberheard #justiceforjohnnydepp #johnnydeppisinnocent #amberheardisanabuser https://t.co/yppngnobsn 1 fuck amber heard, she needa burn in hell 🙏 1 @realamberheard the trend doesn't apply to you. marilyn manson may have been an abuser or not. what is apparent is that johhny isn't. no matter how hard you try to prove otherwise. your a liar amber heard. and your going to burn in hell for what you've done. 1 @amberheard_best @realamberheard amber heard should burn in hell 1 amber heard will burn in hell. 1 burn in hell @thr #justiceforjohnnydepp 1 @thr omg i don't understand how the hell you can take an article that is 99% false seriously?? the press just kills good people. burn in hell! 🖕\n#justiceforjohnnydepp 1 i'm gaining some followers that can only be a joke, so i'll try to make things clear:\n\n- i'll always support johnny depp\n\n- amber heard is a crazy liar bitch who will burn in hell\n- elon musk is a disgusting hypocrite\n- i wouldn't buy the sun newspaper even to use as toilet paper https://t.co/htc3mmoq5s 1 @wbpictures after the way this company treated and continues to treat johnny depp i hope you never have a successful movie again. can all burn in hell (amber included) #justiceforjohnnydepp 1 2/2 for #boycottwarnerbrothers to belittle and poke fun out of a dv survivor is beyond disgraceful. #warnerbrothers are literally saying domestic abuse doesn’t matter. \n\ni’m sure there won’t be an apology ... so i hope they burn in hell. \n\n#justiceforjohnnydepp 1 this is ridiculous and really bad timing. the world is shouting in their support for johnny depp, and this is @wbpictures response? read the fucking room !! warner bros i hope you burn in hell. you are going down. #justiceforjohnnydepp #boycottwarnerbrothers #amberheardisaliar 1 fuck you amber heard i hope you burn in hell 1 we hope u burn in hell abuser @realamberheard #justiceforjohnnydepp #amberheardisanabuser 1 only love for you, johnny depp! so proud of you for being so patient and strong just waiting for the truth to come to light and that bitch amber heard to burn in hell. ♥️\n\nhttps://t.co/xuxvcdrvck 1 burn in hell! #amberheardisanabuser 1 amber heard deserves to burn in hell for this. not only did she besmirch an innocent man but took the me too movement 100 steps backwards. it's bc of sick women like her the rest of us get a bad name and are not believed. it angers me how many women won't be believed bc of her. 1 she's seriously beyond evil & she'll burn in hell for what she did to johnny depp #justiceforjohnnydepp #johnnydeppisinnocent #johnnydepp #amberheardabusedjohnnydepp #amberheardleaked #amberheardisgoingdown 1 amber heard burn in hell she started all the fights and johnny will finish it she cannot go up against johnny depp there’s no way #justiceforjohnnyallthewayallthe wayshehadagoodmanyouknowhowhardthatistofindandjohnnydeppofallhecanhaveanywomanhewants 1 #amberheardisanabuser\n\ni've watched many movies by johnny depp and i just have to say you're a piece of shit, amber heard. obviously you've never "heard" of karma before. you will burn in hell for this. and i hope you do 1 go to hell, shit amber...🤮🤮🤮🤮🤮 burn in hell\n#justiceforjohnnydep\n\ndc entertainment: remove amber heard from aquaman 2 - ¡firma la petición! https://t.co/zwrv4kalou от @change_es 1 this fucking bitch. how dare she do this to him and make herself seem like a victim. i knew from the very beginning that he wad innocent. amber heard can burn in hell for all i care. 1 amber heard deserves to burn in hell :) #justiceforjohnnydepp 1 #justiceforjohnnydepp i have no followers so i'm just venting. amber, if what you're accused of is true, and it looks like it dam well is, burn in hell, you horrid horrid lying bitch. you're a pathetic excuse for a human being and i wish you nothing but the worst. 1 woke up to the news of johnny depp im sad. amber heard can burn in hell 1 #justiceforjohnnydepp hmm radical femnazi kpop stans are being really silent right now....you do realize you’re at fault with that toxic cancel culture of yours huh? go burn in hell, you wastes of oxygen. 1 holy fucking shit. burn in hell, amber heard. 1 i hope that amber heard burn in hell. 1 amber heard please burn in hell 🤬🔥 1 let this woman burn in hell. #timesup #justiceforjohnnydepp #metoo i've always believe this was bullcrap. 1 @mirrorceleb this z list actress is an abuser! burn in hell amber #johnnydeppisinnocent \n#justiceforjohnnydepp \n#amberheardisanabuser 1 @realamberheard liar, abuser, racist! burn in hell botox bitch!!! #amberheardisanabuser #amberheard #johnnydepp 1 amber heard can burn in hell 1 @cosmicirys but i also want to say that the people who make false claims only to take advantage of others (like amber heard) are the worst. they are the reason this mindset of "let's not believe the victim" exists, and i hope all of these burn in hell for using such a vile tactic. 1 amber heard can acc burn in hell 1 Name: text, dtype: int64
helpers.text_all_peaks(df_threat, 'burn in hell', n=2, threshold=0)
helpers.users_all_peaks(df_threat_sub, 'burn in hell', n=10, threshold=0)
threat_sub_users = df_threat_sub.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ntweets'})
helpers.barh(threat_sub_users.head(15), 'Top Users Commented with Threat keywords', threshold=0, c=0)
set_threat_users = set(threat_sub_users.username.head(15))
helpers.contr_peaks(df_tweets, "Captain Bool-Bool🏴☠️", n=3, threshold=0)
user = "Captain Bool-Bool🏴☠️"
df_threat.query(" username == @user ").text.value_counts().head()
#amberheardisanabuser #justiceforjohnnydepp \nhttps://t.co/j5lxkiv8o5\n451 k \nwe will not glorify the criminal, abuser, slanderer, liar amber heard in the entertainment industry. 2 #justiceforjohnnydepp #johnnydeppismygrindelwald \nburn hollywood burn. 🔥 2 #amberheardisanabuser #justiceforjohnnydepp \nhttps://t.co/j5lxkiv8o5\n437 k \nwe will not glorify the criminal, abuser, slanderer, liar amber heard in the entertainment industry. 2 @deadline depp is suing the liar, abuser and slanderer amber heard because his career was harmed. now he is going to star in the film, and shooting coincides with the dates of the court hearings. it would be strange to believe that depp will postpone his work and career. 1 #amberheard #amberheardisanabuser #justiceforjohnnydepp #amberturd #poopgate \nhttps://t.co/j5lxkiv8o5\n476 k \nwe will not glorify the criminal, abuser, slanderer, liar amber heard in the entertainment industry. 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Juliette ⚖️", n=2, threshold=0)
df_threat.query(" username == 'Juliette ⚖️' ").text.value_counts().head()
listen to the people and stop endorsing and enabling evil amber heard and her criminal ways. \n@lorealparisusa\n@ungeneva\n@aclu\n@aclu_mass\n@sams_usa\n@nlatun\n@argentinaun 2 @doughtystpublic @realamberheard are you effing crazy for endorsing this admitted multiple abuser?! of course amber heard will be promoting empathy. for herself. she just got hit with the lawsuit she has long deserved and hopes that you will help her. wake up! you are an embarrassment! https://t.co/erxydwlkyv 1 @superbitchtoyou @thoughtfulmandz @thenamesq @adam_waldman @kiki_cliff @mbanana_hammock @tcsilva01 @msauroragilmore @simpnationist @neitzkecarolly1 @laurabockov @syakilla78 @depplyhaiiows @moonlight_shina @mione48 @mreadwrite @siriustiltskin why does self-admitted, serial violent domestic abuser amber heard remain endorsed by l'oréal and aclu as a humanitarian and has the virginia press association wagging their tails in support of her? it makes no sense at all. 1 @lifeisabirdsong look at that criminal being proud of herself for having gotten away with causing rampage by severely damaging one of the world's most beloved and most beautiful faces ever. #justiceforjohnnydepp #protectsocietyfromamberheard 1 @winonasrider look at that dangerous criminal being proud of herself for having gotten away with causing rampage by severely damaging one of the world's most beloved and most beautiful faces ever. #justiceforjohnnydepp #protectsocietyfromamberheard 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "L.A.", n=3, threshold=0)
df_threat.query(" username == 'L.A.' ").text.value_counts().head()
@realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 22 @realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnnyf #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 16 @realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport @aquamanmovie #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 7 @realamberheard @kamalaharris @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnnyf #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 2 @realamberheard @nytimes @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 2 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Mercyfirst0", n=2, threshold=0)
df_threat.query(" username == 'Mercyfirst0' ").text.value_counts().head()
#justiceforjohnnydepp #jailforamberheard 2 support for johnny d. he deserves justice. we must boycott any project amber herd is associated with! that includes the upcoming sequel to aquqman due out dec 2022.... either recast mera or boycott the movie! let it be known we want justice!#justiceforjohnnydepp 1 @theinfamousone6 yep day stupidier than a sack of hammers! 🤪🤣😂#justiceforjohnnydepp 1 @theinfamousone6 @xhyuck @thenamesq yes , blood is thicker than water... is the saying... #justiceforjohnnydepp #jailforamberheard 1 @nonunnun @thenamesq @lexafae8 the uk judge is a moron. #justiceforjohnnydepp #jailforamberheard 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Laurel 🍩🍩🍩Rise🦇🌠🤗🌠 Cor Pace", n=2, threshold=0)
df_threat.query(" username == 'Laurel 🍩🍩🍩Rise🦇🌠🤗🌠 Cor Pace' ").text.value_counts().head()
i want amber heard in prison for abusing & defaming an innocent person. do you? 2 @suigenerisjen @realamberheard @unhumanrights @aclu @doughtystcrime @doughtystreet @doughtystintl @doughtystpublic it's women like you & amber heard who make the world a sadder place for genuine survivors of violence. you're not impressive, you're not believable, you're not my spokespersons & you're never going to be. you side with an abuser whose smug face says it all: lies. can't trust you. 1 @laurabockov karma is coming for you ah nothing can stop it...you harmed an innocent. recompense by your own hand used in flagrance. not my will. divinity's. \n\nburning out i guess delilah, as if you care. i'm stronger by the day\n\n#risejohnnydepp\n#johnnydeppisinnocent #justiceforjohnnydepp 1 @an_elf_pirate 🤣🤣🤣 evil knows no end, especially when it's convenient\n\n#truth #respect #love \n#wearewithyoujohnnydepp #everystepoftheway \n\n burning out i guess delilah, as if you care. i'm stronger by the day.\n\n#risejohnnydepp\n#johnnydeppisinnocent #justiceforjohnnydepp\n\n🙏💖🌠💖💎💖🌠💖🙏 1 @victoriamary unconscionable to chose dear #johnnydepp for visciously heinous acts & assume getting away with it. threats to jd threatens all of us \n#love & #respect\nburning out i guess delilah, as if you care. i'm stronger by the day\n#risejohnnydepp\n#johnnydeppisinnocent #justiceforjohnnydepp 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Pily Depp 🍩🤖🍓", n=2, threshold=0)
df_threat.query(" username == 'Pily Depp 🍩🤖🍓' ").text.value_counts().head()
amber heard abused and defamed johnny depp, she mocked real dv victims, she was arrested for dv in 2009, she used real and important causes to save face, she can’t properly act, she’s disgusting and she doesn’t deserve to be mera anymore. \n\n300k people want her out!\n\n#recastmera 2 ay no, siguen con la tontera, pensé que había disminuido el ataque 😒😒 idiotas sin oficio 😐😒 pero no piden boicotear aquaman donde verdaderamente hay una abusadora😡😡 amber heard es una abusiva, mentirosa compulsiva, y nadie dice nada porque es mujer, malditos hipócritas😡😡 https://t.co/vzppsdls9b 1 no superare nunca el hecho que la payasa de amber heard y sus payasos "abogados" crean que el equipo de johnny depp le paga a los fans para que lo defiendan... yo seria la mujer mas feliz del mundo si johnny me paga con su cuerpo, plata no quiero 😈😝😝😈 https://t.co/jqpwcqvyrk 1 @david747heavy @alanaevansxxx por supuesto tiene millones a través de todo el mundo y lo adoramos, a la delincuente amber heard en mas de 15 años nadie la conoció, como no tiene talento no pudo avanzar, tuvo que atrapar a johnny depp para lograr algo y ni así tuvo que acusarlo falsamente de abuso para avanzar https://t.co/coshq3ihcs 1 @nbl2006 @king_beans99 johnny depp no ha sido acusado por numerosas personas, solo la desconocida amber heard hablamos de abuso doméstico, 4 de sus ex mujeres lo defendieron cuando la ex lo acusó, ahora si te refieres al tipo de la película, ese mintió también, solo te falta investigar antes de... https://t.co/2z98zdjcef 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Crista Lea", n=2, threshold=0)
user = "Crista Lea"
df_threat.query(" username == @user ").text.value_counts().head()
@izzy_theycallme @piscesmoon63 @jameelajamil @realamberheard perfectly said, @izzy_theycallme!she's the very careless,immoral media we need to banish from the spotlight! media who harm instead of report true facts! ruining lives for gain is criminal! #canceloitillerwright #canceljameelajamil #amberheardisanabuser #justiceforjohnnydepp 1 #amberheardisnotwellread #intelligencecantbefaked #amberheardisaliar #amberheardisanabuser #amberheardisagolddigger #ambershitthebed #amberheardcutjohnnyfingeroff #ambercheatedwithnastydudes #amberneverdeservedjohnny #amberishatefilled #amberheardhasabusedmany #ah4prison 1 #nicol4prison #amberheardisagolddigger #amberheardisanabuser #justiceforjohnnydepp 1 @w1ldflower_ny @kellz1livecom @trinadanette25 @typicaldeviant @stirgussa @askmadness @ellisgreg @elin66395159 @obinna_ebo @lisamalin6 @pizzakatzen @moviejunkie90 @starfallgoddess @y0for @eskarina9 @realamberheard as a dvs, it's not funny to watch someone claim to be a victim,to steal stories from others & act as victim.we do not appreciate it. it should be criminal. @realamberheard deserves prison for false allegations! #justiceforjohnnydepp #mentoo #dvs #stopabuse #amberheardisanabuser 1 #amberhearddoxdeppheads #amberheardisaliar #amberheardisanabuser #amberheardisagolddigger #amberheard4prison #justiceforjohnnydepp #arrestnicol #makethemediaaccountable #scummedia 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "🐣🐤🥚ANNANEMITY🥚🥚🐰🐤🐥🐣🥚", n=3, threshold=0)
df_threat.query(" username == '🐣🐤🥚ANNANEMITY🥚🥚🐰🐤🐥🐣🥚' ").text.value_counts().head()
@theblastnews fans believe the grass is green too, uh it's on there the snake admitting she hits him, calling a baby, she is so ike turner a disgrace! why the f*ck isn't she in jail? this is just disgusting 🤬#justiceforjohnnydepp 1 so @etcanada, others still wanna think amber💩heard's a victim not the victimiser #johnnydepp got abused nearly killed but who cares water under the bridge move on who knows what happened right? disgusting!🤬 https://t.co/ngy30gcgaj #johnnydeppisinnocent #amberheardisanabuser 1 @lorealparisusa i wish 💩amber heard a known convicted criminal being supported as a serial abuser was a myth #amberheardisanabuser 1 @lorealparisusa @walmart nahh. prefer the ones @maccosmetics is doing besides they don't promote and reward serial domestic violent convicted criminals for their crimes #amberheardisanabuser💩 1 @theblastnews & as i've seen on johnny's gram he's not gonna let amber💩heard get in the way of his happiness, besides the woman's a convicted domestic violent criminal, a villain they always wanna be happy at any & all costs. evidence is out against her and she knows it #justiceforjohnnydepp https://t.co/ogkwkax67s 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "mariah", n=2, threshold=0)
df_tweets.query(" username == 'mariah' ").text.value_counts().head()
fuck amber heard 15 also fuck amber heard 4 prison for amber heard 4 fuck amber heard fuck amber heard fuck amber heard fuck amber heard fuck amber heard fuck amber heard fuck amber heard fuck amber heard fuck amber heard fuck amber heard fuck amber heard fuck amber heard fuck amber heard fuck amber heard fuck amber heard fuck amber heard fuck 3 fuck amber heard and the warner bros 2 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Anal Del Rey", n=3, threshold=0)
df_threat.query(" username == 'Anal Del Rey' ").text.value_counts().head()
@nickwallis wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 3 @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 2 @johnnyhellodepp crowd boos amber heard!! share pls 1 @nosanityallowed wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 1 @karmardanmik wow have you seen this speech amber heard made dragging johnny depp?! pls share #justiceforjohnny https://t.co/7k3ybyfw5v 1 Name: text, dtype: int64
Threat Users Contributions (All Contributions)¶
len(set(df_threat.username))
27817
threat_users = list(df_threat.username)
df_threat_users = df_tweets.query(' username == @threat_users ')
df_threat_users = df_threat_users[~df_threat_users.username.isin(remove_users)]
print(f'{df_threat_users.shape[0]} contributions, made by {df_threat_users.username.nunique()} Users')
df_threat_users.head(2)
353117 contributions, made by 27817 Users
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1873 | 2018-01-01 01:40:18 | https://pbs.twimg.com/profile_banners/74497825... | a dc fan who hates dc ... who is also unactive... | themiscyira | http://pbs.twimg.com/profile_images/1385690792... | en | me: wow i cant belive its almost 2018 \neveryb... | 543 | sophie | 2016-06-20 19:40:31 | ... | 947643613156134912 | nightwinxg | NaN | 2018-01-01 | 2018 | Jan | 1 | 559 days 05:59:47 | 559 | 05:59:47 |
| 1838 | 2018-01-01 02:16:00 | https://pbs.twimg.com/profile_banners/10562024... | 28. dark and twisty♡ taking it sleazy✌🏻 tv sho... | Santiago, Chile | http://pbs.twimg.com/profile_images/1378557216... | es | amber heard anduvo en chilito? | 3556 | Caro | 2010-01-16 23:16:06 | ... | 947652598630404101 | iCaaroooh | https://t.co/pIQHZbRYeQ | 2018-01-01 | 2018 | Jan | 1 | 2906 days 02:59:54 | 2906 | 02:59:54 |
2 rows × 23 columns
df = df_threat_users.groupby('username').agg({'text':'count', 'user_id': 'count'}).reset_index(
).rename(columns={'text':'ntweets', 'user_id': 'n_users'})
print(df.shape)
df.sort_values('ntweets', ascending=False).head(15)
(27817, 3)
| username | ntweets | n_users | |
|---|---|---|---|
| 10547 | Libby ♿️🏴☠️🇺🇸 #JusticeForJohnnyDepp | 2480 | 2480 |
| 6055 | Ewinters Wald-Mignon | 1793 | 1793 |
| 9130 | Juliette ⚖️ | 1585 | 1585 |
| 27475 | 💜Mellie💜 🇦🇺 | 1561 | 1561 |
| 17853 | TinaFarrar | 1474 | 1474 |
| 14708 | Raúl Sobas #JusticeForJohnnyDepp | 1443 | 1443 |
| 10231 | Lakota Di | 1318 | 1318 |
| 10329 | Laurel 🍩🍩🍩Rise🦇🌠🤗🌠 Cor Pace | 1269 | 1269 |
| 2417 | Belinda 🇬🇧 | 1246 | 1246 |
| 16429 | Soledad | 1192 | 1192 |
| 3246 | Captain Bool-Bool🏴☠️ | 1185 | 1185 |
| 18000 | Tracey Brooks | 1120 | 1120 |
| 2688 | Blue Gansey is on break | 1103 | 1103 |
| 26611 | 𝕷𝖎𝖙𝖙𝖑𝖊 𝕻𝖊𝖊𝖕𝖘 🏴☠️#JusticeForJohnnyDepp | 1088 | 1088 |
| 8703 | Joanna Woodley | 1083 | 1083 |
threat_users_daily = df_threat_users.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ntweets')
title = 'A Heat Map for the Threat Users tweets'
helpers.facet_heat(threat_users_daily, title, n_col=4, vmax=2000)
threat_users_dates = df_threat_users.groupby(['date']).agg({'text':'count', 'user_id': 'count'}).reset_index(
).rename(columns={'text':'ntweets', 'user_id': 'n_users'}).sort_values('ntweets', ascending=False)
threat_users_dates.head(15)
| date | ntweets | n_users | |
|---|---|---|---|
| 698 | 2020-02-02 | 10452 | 10452 |
| 976 | 2020-11-06 | 9635 | 9635 |
| 977 | 2020-11-07 | 8662 | 8662 |
| 972 | 2020-11-02 | 8185 | 8185 |
| 1115 | 2021-03-25 | 6042 | 6042 |
| 1143 | 2021-04-22 | 5355 | 5355 |
| 978 | 2020-11-08 | 5034 | 5034 |
| 979 | 2020-11-09 | 4934 | 4934 |
| 981 | 2020-11-11 | 4676 | 4676 |
| 982 | 2020-11-12 | 4412 | 4412 |
| 980 | 2020-11-10 | 3893 | 3893 |
| 1017 | 2020-12-17 | 3777 | 3777 |
| 1039 | 2021-01-08 | 3775 | 3775 |
| 1108 | 2021-03-18 | 3714 | 3714 |
| 983 | 2020-11-13 | 3450 | 3450 |
helpers.bar_peaks(threat_users_dates[['date', 'ntweets']].head(2),
'Threat Users tweets Peak Dates')
threat_users_sub = list(df_threat_sub.username)
df_threat_users_sub = df_tweets.query(' username == @threat_users_sub ')
df_threat_users_sub = df_threat_users_sub[~df_threat_users_sub.username.isin(remove_users)]
print(f'{df_threat_users_sub.shape[0]} contributions, made by {df_threat_users_sub.username.nunique()} Users')
df_threat_users_sub.head(1)
192670 contributions, made by 7854 Users
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1873 | 2018-01-01 01:40:18 | https://pbs.twimg.com/profile_banners/74497825... | a dc fan who hates dc ... who is also unactive... | themiscyira | http://pbs.twimg.com/profile_images/1385690792... | en | me: wow i cant belive its almost 2018 \neveryb... | 543 | sophie | 2016-06-20 19:40:31 | ... | 947643613156134912 | nightwinxg | NaN | 2018-01-01 | 2018 | Jan | 1 | 559 days 05:59:47 | 559 | 05:59:47 |
1 rows × 23 columns
df_threat_users_sub.text.value_counts().head(60)
#justiceforjohnnydepp 10362 #justiceforjohnnydepp #amberheardisanabuser 554 #amberheardisanabuser 441 #amberheardisaliar 434 #justiceforjohnnydepp \n#amberheardisanabuser 162 #justiceforjohnnydepp \n#amberheardisaliar 154 fuck amber heard 152 @adam_waldman #justiceforjohnnydepp 144 #justiceforjohnnydepp #amberheardisaliar #amberheardisanabuser 144 #justiceforjohnnydepp #amberheardisaliar 129 #amberheardisanabuser #justiceforjohnnydepp 117 #justiceforjohnnydepp #johnnydepp 114 #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar 109 #amberheardisaliar #justiceforjohnnydepp 107 #justiceforjohnnydepp \n#amberheardisanabuser \n#amberheardisaliar 93 #justiceforjohnnydepp #ibelievehim #amberheardisanabuser 87 @realamberheard #justiceforjohnnydepp 80 #justiceforjohnnydepp #johnnydeppisinnocent 80 #amberheardisaliar \n#justiceforjohnnydepp 79 👇#justiceforjohnnydepp 78 #justiceforjohnnydepp \n#johnnydeppisinnocent 78 #justiceforjohnnydepp \nmore than #10millionpeoplestandwithjohnnydepp 71 #johnnydepp #justiceforjohnnydepp 69 #justiceforjohnnydepp \n#westandwithjohnnydepp 68 @mygrindelwald #justiceforjohnnydepp 67 #johnnydeppisinnocent #justiceforjohnnydepp #amberheardisanabuser 64 #justiceforjohnnydepp #mentoo 61 #amberheardisanabuser \n#justiceforjohnnydepp 60 #amberheardisanabuser #amberheardisaliar 59 #cityoflies \n#johnnydepp \n#justiceforjohnnydepp 59 @iamdrsoup #justiceforjohnnydepp 59 #amberheardisaliar #amberheardisanabuser #justiceforjohnnydepp 56 #justiceforjohnnydepp \n#10mstandwithjohnnydepp 56 @thatbrianfella #justiceforjohnnydepp 52 #justiceforjohnnydepp \n#amberheardisaliar \n#amberheardisanabuser 51 #thankyoudior #justiceforjohnnydepp 48 #johnnydepp #johnnydeppisinnocent #ibelievehim #abusehasnogender #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar #cancelamberheard #boycottamberheard 47 #justiceforjohnnydepp\n#amberheardisanabuser 47 #justiceforjohnnydepp #johnnydepp #johnnydeppisinnocent 45 ☠🖤☠🖤#justiceforjohnnydepp☠🖤☠🖤 44 #justiceforjohnnydepp\n#amberheardisaliar 44 #justiceforjohnnydepp #boycottfantasticbeasts 44 #amberheardisanabuser #amberheardisaliar #justiceforjohnnydepp 43 #justiceforjohnnydepp #johnny #johnnydepp 43 #amberheardisaliar\n#justiceforjohnnydepp 42 @wbpictures @hbomax #justiceforjohnnydepp 37 @thenamesq #justiceforjohnnydepp 37 #justiceforjohnnydepp \n#boycottfantasticbeasts 37 #johnnydepp #johnnydeppisinnocent #ibelievehim #abusehasnogender #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar #cancelamberheard #boycottamberheard #boycottloreal 37 #amberheardisanabuser \n#amberheardisaliar 36 @xdiordepp #justiceforjohnnydepp 36 #justiceforjohnnydepp #amberheardisanabuser #abusehasnogender 36 @wbpictures #justiceforjohnnydepp 35 #justiceforjohnnydepp \n#johnnydepp 35 amber heard 34 #johnnydeppisinnocent #justiceforjohnnydepp 34 #justiceforjohnnydepp ❤️ 34 #justiceforjohnnydepp \n#justiceforadamwaldman 34 #amberheardisaliar #amberheardisanabuser 33 #justiceforjohnnydepp #deppmovienight 33 Name: text, dtype: int64
# df_threat_users_sub.text.value_counts()[60:].head(60)
df_no_pos = df_tweets[~df_tweets.username.isin(remove_users)]
df_victim = df_no_pos[df_no_pos.text.str.contains('not a victim')]
df_victim.shape
(260, 23)
helpers.text_all_peaks(df_no_pos, "not a victim", n=2, threshold=0)
victim_users = df_victim.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ntweets'})
helpers.barh(victim_users.head(15), '"not a victim" Top Commented Users', threshold=0, c=0)
NOTE: Most of these users only commented with "not a victim" tweets!!!
df_victim.username.value_counts().head(10)
🏴 Thistle 🏴 4 Olguita 3 oompa loompa 3 Star'la Shi 3 Ewinters Wald-Mignon 3 laura🏴☠️ 2 chloe 2 Karla M 2 Janes X 2 Sarah_ Mignon-wells67 2 Name: username, dtype: int64
helpers.contr_peaks(df_tweets, "🏴 Thistle 🏴", n=3, threshold=0)
df_tweets.query(" username == '🏴 Thistle 🏴' ").text.value_counts().head()
#justiceforjohnnydepp 19 #amberheardisaliar 3 @tralalalumbum 💩💩💩💩💩\n\n#amberheardisanabuser https://t.co/mveurpftac 1 literally struggling here with utter amberassment and cringe. \n\nhave some discretion! 🤣😂🤣😂 \n\n#amberheardisanabuser 1 not ok.\n\ndepp supporters provide evidence. turd stans insult and wish harm. who's the victim again?\n\n#amberheardisaliar \n#amberheardisanabuser\n#justiceforjohnnydepp\n#johnnydeppdeservesjustice 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Olguita", n=2, threshold=0)
df_tweets.query(" username == 'Olguita' ").text.value_counts().head()
#justiceforjohnnydepp 4 @thenamesq all the evidence is there\n#amberheardisanabuser \nthe truth will prevail \n#justiceforjohnnydepp 2 #justiceforjohnnydepp \n#amberheardisanabuser 2 ohhh la mina loca #justiceforjohnnydepp 1 @na0_av @sbarrbrisebois @wbpictures @jasonkilar wb needs to understand that the jury has spoken, loudly and clearly.\n#justiceforjohnnydepp 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "oompa loompa", n=3, threshold=0)
df_victim.query(" username == 'oompa loompa' ").text.value_counts().head()
@thetimes this is, once again, an attempt to paint johnny depp as the bad guy. \namber heard is not a victim. 1 amber heard is not a victim 1 amber heard is the biggest liar ever. you are not a victim. you are not a survivor. \n\n#fireamberheard https://t.co/muqgacwkfe 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Star'la Shi", n=3, threshold=0)
user = "Star'la Shi"
df_tweets.query(" username == @user ").text.value_counts().head()
@mikenactor i never stfu about it. \n\nthe public court of opinion did johnny depp dirty. \n\nalso fuck amber heard. \n\nthat last part could have been classier but...no regrets. 1 + have that hot hot cup of java in my hands, i will slowly drink it while just lying to myself that i was never on social media tonight/this morning...because some da-da-dumb fucker who is an amber heard supporter; so that speaks volumes about that person's character. + 1 growing up in the system. bouncing from battered women's shelter to another shelter, hiding, while trying to get on our feet. a lot of my friends ended up in foster care. #amberheardisanabuser #drugabuse she has zero right to speak for these children. stop @realamberheard 1 @fosteraction @karenbasstweets @realamberheard @repkarenbass amber heard who abused her ex husband while on copious amounts of drugs, while his children where at the property, then lied about it! she played victim. she has zero right to speak on behalf of any child that had to he removed from a broken home and put in foster care. 1 + she is amber heard. she is the definition of doing harm to others. it is disgusting to me that she is still a "human rights activist" and yet again speaking about a subject, as a person that is part of the problem, she's not a victim. she didn't grow up in the+@plzeexplain512 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Ewinters Wald-Mignon", n=3, threshold=0)
df_tweets.query(" username == 'Ewinters Wald-Mignon' ").text.value_counts().head()
#justiceforjohnnydepp 69 #johnnydepp #justiceforjohnnydepp 5 #justiceforjohnnydepp #grantdeppappealpermission 5 #justiceforjohnnydepp #adamwaldman 4 #cityoflies #justiceforjohnnydepp 4 Name: text, dtype: int64
neg_text = neg_text | all_threat | hate_speech
len(neg_text)
168
print(f'{df_hate.shape[0]} contributions, made by {df_hate.username.nunique()} Users')
df_hate.head(2)
299601 contributions, made by 118517 Users
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1873 | 2018-01-01 01:40:18 | https://pbs.twimg.com/profile_banners/74497825... | a dc fan who hates dc ... who is also unactive... | themiscyira | http://pbs.twimg.com/profile_images/1385690792... | en | me: wow i cant belive its almost 2018 \neveryb... | 543 | sophie | 2016-06-20 19:40:31 | ... | 947643613156134912 | nightwinxg | NaN | 2018-01-01 | 2018 | Jan | 1 | 559 days 05:59:47 | 559 | 05:59:47 |
| 1080 | 2018-01-02 05:08:07 | https://pbs.twimg.com/profile_banners/16627801... | i'm robin and being robin gives me a death wish. | NaN | http://pbs.twimg.com/profile_images/1088924728... | en | amber heard is in rio???? bitch was in copacab... | 162 | ⛧ hellbabe ⛧ | 2010-07-13 19:30:17 | ... | 948058298833612801 | timdrrake | NaN | 2018-01-02 | 2018 | Jan | 2 | 2729 days 09:37:50 | 2729 | 09:37:50 |
2 rows × 23 columns
hate_daily = df_hate.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ntweets')
print('\nNote: The Peaks on Feb, July, Dec 2020\n')
title = 'A Heat Map for the Negative tweets'
helpers.facet_heat(hate_daily, title, n_col=5, vmax=3000)
Note: The Peaks on Feb, July, Dec 2020
hate_dates = df_hate.groupby(['date']).agg({'text':'count', 'user_id': 'count'}).reset_index(
).rename(columns={'text':'ntweets', 'user_id': 'n_users'}).sort_values('ntweets', ascending=False)
hate_dates.head(15)
| date | ntweets | n_users | |
|---|---|---|---|
| 692 | 2020-02-02 | 17211 | 17211 |
| 970 | 2020-11-06 | 9939 | 9939 |
| 971 | 2020-11-07 | 9685 | 9685 |
| 966 | 2020-11-02 | 7075 | 7075 |
| 976 | 2020-11-12 | 6390 | 6390 |
| 972 | 2020-11-08 | 6343 | 6343 |
| 973 | 2020-11-09 | 6045 | 6045 |
| 975 | 2020-11-11 | 5333 | 5333 |
| 977 | 2020-11-13 | 5210 | 5210 |
| 974 | 2020-11-10 | 5072 | 5072 |
| 693 | 2020-02-03 | 4506 | 4506 |
| 1033 | 2021-01-08 | 4254 | 4254 |
| 1109 | 2021-03-25 | 3519 | 3519 |
| 691 | 2020-02-01 | 3181 | 3181 |
| 1084 | 2021-02-28 | 2961 | 2961 |
helpers.bar_peaks(hate_dates[['date', 'ntweets']].head(2),
'Hate-Speech tweets Peak Dates')
df_hate.text.value_counts().head(60)
fuck amber heard 1819 #amberheardisanabuser 1158 #justiceforjohnnydepp #amberheardisanabuser 1026 #amberheardisaliar 916 #justiceforjohnnydepp \n#amberheardisanabuser 350 fuck amber heard. 321 #justiceforjohnnydepp #amberheardisaliar 275 #amberheardisanabuser #justiceforjohnnydepp 226 #justiceforjohnnydepp \n#amberheardisaliar 212 #amberheardisaliar #justiceforjohnnydepp 191 #justiceforjohnnydepp #amberheardisaliar #amberheardisanabuser 175 #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar 158 fuck amber heard all my homies hate amber heard 146 @realamberheard #amberheardisanabuser 132 #justiceforjohnnydepp\n#amberheardisanabuser 124 #justiceforjohnnydepp \n#amberheardisanabuser \n#amberheardisaliar 121 fuck you amber heard 118 #amberheardisaliar \n#justiceforjohnnydepp 110 #amberheardisanabuser #amberheardisaliar 103 all my homies hate amber heard 100 #amberheardisanabuser \n#justiceforjohnnydepp 97 #justiceforjohnnydepp #ibelievehim #amberheardisanabuser 87 fuck amber heard #justiceforjohnnydepp 85 #justiceforjohhnydepp #amberheardisanabuser 83 #justiceforjohnnydepp\n#amberheardisaliar 75 #justiceforjohnnydepp \n#amberheardisaliar \n#amberheardisanabuser 74 fuck amber heard, all my homies hate amber heard 72 #johnnydeppisinnocent #justiceforjohnnydepp #amberheardisanabuser 68 @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard!!!!!!!!!!! 67 #fireamberheard #justiceforjohnnydepp 65 #amberheardisaliar #amberheardisanabuser #justiceforjohnnydepp 65 #cityoflies \n#johnnydepp \n#justiceforjohnnydepp 64 @adam_waldman everyone hail to king @adam_waldman \n\n#justiceforjohnnydepp \n#amberheardisanabuser\n#adamwaldmanisaking 64 #amberheardisaliar #amberheardisanabuser 62 #justiceforjohnnydepp #amberheardisanabuser #fireamberheard 62 #amberheardisanabuser #amberheardisaliar #justiceforjohnnydepp 61 #justiceforjohnnydepp #fireamberheard 59 @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard!\n !!!! 58 #abusehasnogender \n#justiceforjohnnydepp 55 fuck amber heard! 53 #amberheardisaliar\n#justiceforjohnnydepp 53 #amberheardisanabuser \n#amberheardisaliar 50 #justiceforjohnnydepp #amberheardisanabuser #fireamberheard #boycottwarnerbrothers 48 #johnnydepp #johnnydeppisinnocent #ibelievehim #abusehasnogender #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar #cancelamberheard #boycottamberheard 47 #amberheardisanabuser\n#justiceforjohnnydepp 45 #justiceforjohnnydepp #amberheardistherealabuser 45 @thesun this brand supports domestic violence against men. #justiceforjohnnydepp #fireamberheard 44 regardless of johnny depp, amber heard abused her ex-assistant, was caught in the act for assaulting her ex-girlfriend and assumed to have taken his finger off and if you hire her, you are supporting domestic violence. we will boycott you. if you not issuing a note denying it 44 @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard!!!!!! 43 @realamberheard @kamalaharris #amberheardisanabuser 42 @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard!!!!! 42 #justiceforjohnnydepp \n#amberheardistherealabuser 41 yo fuck amber heard 41 #amberheardisaliar #amberheardisagolddigger 40 @wbpictures @hbomax warner bros support abuser such as amber heard by pushing away a man falsely accused of domestic abuse when he was in fact the victim , people do not give any money to warner bros and their movies #justiceforjohnnydepp 37 #johnnydepp #johnnydeppisinnocent #ibelievehim #abusehasnogender #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar #cancelamberheard #boycottamberheard #boycottloreal 37 #justiceforjohnnydepp #amberheardisanabuser #abusehasnogender 37 #justiceforjohnnydepp \n#rehirejohnnydepp \n#fireamberheard 37 amber heard is trash 36 i hate amber heard 36 Name: text, dtype: int64
text0 = "i will be downvoting all your videos"
df_downvoting = df_hate[df_hate.text.str.contains(text0)]
df_downvoting.username.value_counts()
Potami 350 Name: username, dtype: int64
df_downvoting.head(1)
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 700910 | 2020-12-23 16:20:28 | https://pbs.twimg.com/profile_banners/13412901... | NaN | NaN | http://pbs.twimg.com/profile_images/1341292206... | en | @accessonline i will be downvoting all your vi... | 27 | Potami | 2020-12-22 07:51:21 | ... | 1341780726136619008 | Potami6 | NaN | 2020-12-23 | 2020 | Dec | 23 | 1 days 08:29:07 | 1 | 08:29:07 |
1 rows × 23 columns
- 350 Tweets by the same user "Potami" within days from account creation
- user_created_at: 2020-12-22
helpers.text_all_peaks(df_tweets, text0, n=15, threshold=0)
df = df_downvoting[['created_at', 'days_diff', 'hours_diff', 'text', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| created_at | days_diff | hours_diff | text | username | |
|---|---|---|---|---|---|
| 0 | 2020-12-23 16:20:28 | 1 | 08:29:07 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 1 | 2020-12-23 16:20:33 | 1 | 08:29:12 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 2 | 2020-12-23 16:20:38 | 1 | 08:29:17 | @accessonline @tayshia i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 3 | 2020-12-23 16:20:41 | 1 | 08:29:20 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 4 | 2020-12-23 16:20:44 | 1 | 08:29:23 | @accessonline @90dayfiance i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 5 | 2020-12-23 16:20:49 | 1 | 08:29:28 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 6 | 2020-12-23 16:21:03 | 1 | 08:29:42 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 7 | 2020-12-23 16:21:13 | 1 | 08:29:52 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 8 | 2020-12-23 16:21:29 | 1 | 08:30:08 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 9 | 2020-12-23 16:21:51 | 1 | 08:30:30 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 10 | 2020-12-23 16:21:55 | 1 | 08:30:34 | @accessonline @bindiirwin i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 11 | 2020-12-23 16:22:01 | 1 | 08:30:40 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 12 | 2020-12-23 16:22:04 | 1 | 08:30:43 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 13 | 2020-12-23 16:22:19 | 1 | 08:30:58 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 14 | 2020-12-23 16:22:23 | 1 | 08:31:02 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 15 | 2020-12-23 16:22:32 | 1 | 08:31:11 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 16 | 2020-12-23 16:22:41 | 1 | 08:31:20 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 17 | 2020-12-23 16:22:46 | 1 | 08:31:25 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 18 | 2020-12-23 16:22:51 | 1 | 08:31:30 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 19 | 2020-12-23 16:22:54 | 1 | 08:31:33 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 20 | 2020-12-23 16:22:59 | 1 | 08:31:38 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 21 | 2020-12-23 16:23:02 | 1 | 08:31:41 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 22 | 2020-12-23 16:23:07 | 1 | 08:31:46 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 23 | 2020-12-23 16:23:15 | 1 | 08:31:54 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 24 | 2020-12-23 16:23:19 | 1 | 08:31:58 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! | Potami |
| 25 | 2020-12-24 17:38:37 | 2 | 09:47:16 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 26 | 2020-12-24 17:39:12 | 2 | 09:47:51 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 27 | 2020-12-24 17:39:17 | 2 | 09:47:56 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 28 | 2020-12-24 17:39:22 | 2 | 09:48:01 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 29 | 2020-12-24 17:39:26 | 2 | 09:48:05 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 30 | 2020-12-24 17:39:33 | 2 | 09:48:12 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 31 | 2020-12-24 17:39:40 | 2 | 09:48:19 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 32 | 2020-12-24 17:39:48 | 2 | 09:48:27 | @accessonline @ashleyiaco @haibon_jared i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 33 | 2020-12-24 17:39:57 | 2 | 09:48:36 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 34 | 2020-12-24 17:40:04 | 2 | 09:48:43 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 35 | 2020-12-24 17:40:11 | 2 | 09:48:50 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 36 | 2020-12-24 17:40:22 | 2 | 09:49:01 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 37 | 2020-12-24 17:40:29 | 2 | 09:49:08 | @accessonline @themayhew i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 38 | 2020-12-24 17:40:34 | 2 | 09:49:13 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 39 | 2020-12-24 17:40:42 | 2 | 09:49:21 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 40 | 2020-12-24 17:40:49 | 2 | 09:49:28 | @accessonline @tlc i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 41 | 2020-12-24 17:40:58 | 2 | 09:49:37 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 42 | 2020-12-24 17:41:04 | 2 | 09:49:43 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 43 | 2020-12-24 22:36:31 | 2 | 14:45:10 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 44 | 2020-12-24 22:36:36 | 2 | 14:45:15 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 45 | 2020-12-24 22:36:40 | 2 | 14:45:19 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 46 | 2020-12-24 22:36:44 | 2 | 14:45:23 | @accessonline @chrishemsworth @elsapataky_ i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 47 | 2020-12-24 22:36:48 | 2 | 14:45:27 | @accessonline @lizzo i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 48 | 2020-12-24 22:37:10 | 2 | 14:45:49 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 49 | 2020-12-24 22:37:15 | 2 | 14:45:54 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 50 | 2020-12-24 22:37:19 | 2 | 14:45:58 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 51 | 2020-12-24 22:37:22 | 2 | 14:46:01 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 52 | 2020-12-24 22:37:28 | 2 | 14:46:07 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 53 | 2020-12-24 22:37:32 | 2 | 14:46:11 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 54 | 2020-12-24 22:37:39 | 2 | 14:46:18 | @accessonline @ashleyiaco @haibon_jared i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 55 | 2020-12-24 22:37:44 | 2 | 14:46:23 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 56 | 2020-12-24 22:37:51 | 2 | 14:46:30 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 57 | 2020-12-24 22:37:55 | 2 | 14:46:34 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 58 | 2020-12-24 22:38:00 | 2 | 14:46:39 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 59 | 2020-12-24 22:38:22 | 2 | 14:47:01 | @accessonline @themayhew i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
df = df_downvoting[['created_at', 'days_diff', 'hours_diff', 'text', 'username']][60:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| created_at | days_diff | hours_diff | text | username | |
|---|---|---|---|---|---|
| 0 | 2020-12-24 22:38:31 | 2 | 14:47:10 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 1 | 2020-12-24 22:38:39 | 2 | 14:47:18 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 2 | 2020-12-24 22:38:46 | 2 | 14:47:25 | @accessonline @tlc i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 3 | 2020-12-24 22:38:53 | 2 | 14:47:32 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 4 | 2020-12-24 22:38:59 | 2 | 14:47:38 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 5 | 2020-12-24 22:39:07 | 2 | 14:47:46 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 6 | 2020-12-24 22:39:12 | 2 | 14:47:51 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 7 | 2020-12-24 22:39:19 | 2 | 14:47:58 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 8 | 2020-12-24 22:39:24 | 2 | 14:48:03 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 9 | 2020-12-24 22:39:28 | 2 | 14:48:07 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 10 | 2020-12-24 22:39:33 | 2 | 14:48:12 | @accessonline @tayshia i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 11 | 2020-12-24 22:39:41 | 2 | 14:48:20 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 12 | 2020-12-25 07:09:25 | 2 | 23:18:04 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 13 | 2020-12-25 07:09:34 | 2 | 23:18:13 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 14 | 2020-12-25 07:09:41 | 2 | 23:18:20 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 15 | 2020-12-25 07:09:46 | 2 | 23:18:25 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 16 | 2020-12-25 07:10:07 | 2 | 23:18:46 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!!! | Potami |
| 17 | 2020-12-25 07:10:11 | 2 | 23:18:50 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!!! | Potami |
| 18 | 2020-12-26 07:32:52 | 3 | 23:41:31 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 19 | 2020-12-26 07:33:01 | 3 | 23:41:40 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 20 | 2020-12-26 07:33:08 | 3 | 23:41:47 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 21 | 2020-12-26 07:33:13 | 3 | 23:41:52 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 22 | 2020-12-26 07:33:20 | 3 | 23:41:59 | @accessonline @iggyazalea i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 23 | 2020-12-26 07:33:25 | 3 | 23:42:04 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 24 | 2020-12-26 07:33:30 | 3 | 23:42:09 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 25 | 2020-12-26 07:33:35 | 3 | 23:42:14 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 26 | 2020-12-26 07:33:48 | 3 | 23:42:27 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 27 | 2020-12-26 20:48:22 | 4 | 12:57:01 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 28 | 2020-12-26 20:48:26 | 4 | 12:57:05 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 29 | 2020-12-26 20:48:31 | 4 | 12:57:10 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 30 | 2020-12-26 20:48:36 | 4 | 12:57:15 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 31 | 2020-12-27 17:49:25 | 5 | 09:58:04 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 32 | 2020-12-27 17:49:29 | 5 | 09:58:08 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 33 | 2020-12-27 17:49:36 | 5 | 09:58:15 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 34 | 2020-12-27 17:49:39 | 5 | 09:58:18 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 35 | 2020-12-27 17:49:43 | 5 | 09:58:22 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 36 | 2020-12-27 17:49:48 | 5 | 09:58:27 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 37 | 2020-12-27 17:49:51 | 5 | 09:58:30 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 38 | 2020-12-27 17:49:56 | 5 | 09:58:35 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 39 | 2020-12-27 20:26:48 | 5 | 12:35:27 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 40 | 2020-12-28 14:18:08 | 6 | 06:26:47 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 41 | 2020-12-28 14:18:19 | 6 | 06:26:58 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 42 | 2020-12-28 14:18:33 | 6 | 06:27:12 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 43 | 2020-12-28 14:18:39 | 6 | 06:27:18 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 44 | 2020-12-28 14:18:46 | 6 | 06:27:25 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 45 | 2020-12-28 14:18:54 | 6 | 06:27:33 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 46 | 2020-12-28 14:19:00 | 6 | 06:27:39 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 47 | 2020-12-28 14:19:07 | 6 | 06:27:46 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 48 | 2020-12-28 14:19:12 | 6 | 06:27:51 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 49 | 2020-12-28 14:19:18 | 6 | 06:27:57 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 50 | 2020-12-28 14:19:22 | 6 | 06:28:01 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!! | Potami |
| 51 | 2020-12-28 16:06:02 | 6 | 08:14:41 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 52 | 2020-12-28 16:06:14 | 6 | 08:14:53 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 53 | 2020-12-28 20:26:39 | 6 | 12:35:18 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 54 | 2020-12-28 20:26:43 | 6 | 12:35:22 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 55 | 2020-12-28 20:26:49 | 6 | 12:35:28 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 56 | 2020-12-29 06:50:03 | 6 | 22:58:42 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 57 | 2020-12-29 06:50:08 | 6 | 22:58:47 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 58 | 2020-12-29 06:50:15 | 6 | 22:58:54 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
| 59 | 2020-12-29 06:50:19 | 6 | 22:58:58 | @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! !!!! | Potami |
df_hate.text.value_counts()[60:].head(60)
#amberheardisaliar \n#amberheardisanabuser 35 fuck a bitch named amber heard 34 #justiceforjohnnydepp #amberheardisanabuser 33 @wbpictures @hbomax #justiceforjohnnydepp #amberheardisanabuser 33 @lorealparisusa #amberheardisanabuser 33 #justiceforjohnnydepp #amberheardisanabuser #boycottfantasticbeasts 33 @headieone amber heard 33 fuck u amber heard 32 man fuck amber heard 32 @wbpictures @hbomax warner bros support abuser such as amber heard by pushing away a man falsely accused of domestic abuse when he was in fact the victim , people do not give any money to warner bros and their movies . #justiceforjohnnydepp 32 #cityoflies #justiceforjohnnydepp 31 #justiceforjohnnydepp #abusehasnogender 30 @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard!\n !!! 29 fuck that bitch amber heard 29 @deadline #justiceforjohnnydepp 28 amber heard is a bitch 28 #justiceforjohnnydepp #johnny #johnnydepp #amberheardisanabuser 28 fuck amber heard. all my homies hate amber heard 28 @accessonline again "access" is trying to defend the domestic abuser amber heard. enough !!! do not let "access" make a profit on the back of the horror that is domestic abuse !!!!!\namber heard denies johnny depp’s claim of settlement ’sham’ (report)https://t.co/obwt4cmmrr 27 @wbpictures @hbomax warner bros support abuser such as amber heard by pushing away a man falsely accused of domestic abuse when he was in fact the victim , people do not give any money to warner bros and their movies ....#justiceforjohnnydepp 27 fuck amber heard. all my homies hate amber heard. 27 #amberheardisanabuser #justiceforjohhnydepp 27 fuck amber heard. #justiceforjohnnydepp 26 #justiceforjohnnydepp #johnnydeppisgrindelwald #johnnydeppismygrindelwald #amberheardisanabuser #amberheardisaliar \n#amberheardisoverparty \n#amberheardisawifebeater \n#amberheardyouareanabuser \n#johnnydeppisinnocent \n#shameonwarnerbros \n#wejustdontlikeyouamber 26 #amberheardisanabuser \n#amberheardisaliar \n#justiceforjohnnydepp 26 we should report the @realamberheard account.\n\n#justiceforjohnnydepp \n#amberheardistherealabuser\n#justiceforjohnnydepp \n#justiceforjohnnydepp @wbhomeent\n#justiceforjohnnydepp \n@wbpictures\n#justiceforjohnnydepp \n#justiceforjohnnydepp \n@warnerbros \n#amberheardistherealabuser 25 @wbpictures fire amber heard 25 #cityoflies #johnnydepp #justiceforjohnnydepp 25 amber heard is a piece of shit 25 ayo fuck amber heard 25 #justiceforjohnnydepp #amberheardisanabuser #warnerbrosisoverparty 25 #amberheardisaliar\n#armberheardisanabuser\n#justiceforjohnnydepp #johnnydepp \n#jdislnocent #amberhearddidnotdonate #thesun\n#removeamberheardfromaquaman2 #loreal \n#merareplace #johnnydeppisgrindelwald\n#loveprotectsupportjd #justiceforadamwaldman 24 #fireamberheard \n#justiceforjohnnydepp 24 👇#justiceforjohnnydepp #amberheardisanabuser 24 #justiceforjohnnydepp \n#freeadamwaldman \n#amberheardisaliar \n#amberheardisanabuser 24 #justiceforjohnnydepp #johnnydeppdeservesjustice 23 #justiceforjohhnydepp \n#amberheardisanabuser 23 @accessonline again "access" is trying to defend the domestic abuser amber heard. enough !!! do not let "access" make a profit on the back of the horror that is domestic abuse !!!!!\namber heard denies johnny depp’s claim of settlement ’sham’ (report)https://t.co/ahihk7poi7 22 @accessonline i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard! 22 amber heard is an abuser 22 daily reminder\n#justiceforjohnnydepp \n#amberheardisanabuser \n#amberheardisaliar \n#thescum \n#jhonnydeppismygrindelwald\n#yourefired warner\n#istandwithjohnnydepp \n#nojohnnynomoney \n\nthanks for your attention. have a nice day. 22 #johnnydeppisinnocent #amberheardisanabuser 22 #justiceforjohnnydepp \n#abusehasnogender 22 @realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 22 #justiceforjohnnydeep #amberheardisanabuser 22 #justiceforjohnnydepp \n#fireamberheard 22 amber heard is disgusting 21 #justiceforjohnnydepp #westandwithjohnnydepp #johnnydeppdeservesjustice #loveprotectsupportjd #positivityforjohnnydepp 💜💜💜💜💜💜 21 #justiceforjohnnydepp\n#johnnydeppisinnocent\n#johnnydepp\n#johnnydeppdeservesjustice\n#johnnydeppismygrindelwald\n#johnnydeppisasurvivor\n#amberheardisanabuser\n#amberheardisaliar\n#amberheard\n#amberheardisoverparty\n#amberheardisafraud 21 #justiceforjohhnydepp #amberheardisaliar 21 #justiceforjohnnydepp #johnnydeppisinnocent #amberheardisanabuser 21 fuck amber heard\n#justiceforjohnnydepp 20 @thesun this news group supports domestic violence against men #justiceforjohnnydepp "tell the world johnny, tell them - i, johnny depp, a man, i'm a victim too of domestic violence. and see how many people believe or side with you" amber heard to johnny depp in recorded audio 20 amber heard is an abuser pass it on 20 #justiceforjohnnydepp #fuckamberheard 20 @johnnyhellodepp #justiceforjohnnydepp 20 #johnnydepp #johnnydeppisinnocent #ibelievehim #abusehasnogender #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar #cancelamberheard #boycottamberheard #boycottlorealparisusa 19 #amberheardistherealabuser #justiceforjohnnydepp 19 @realamberheard #amberheardisaliar 19 #justiceforjohnnydepp #johnnydepp #amberheardisanabuser 19 Name: text, dtype: int64
hate_users = df_hate.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ntweets'})
helpers.barh(hate_users.head(15), 'Top Users Commented with Hate-Speech keywords', threshold=0, c=0)
helpers.contr_peaks(df_tweets, "Ewinters Wald-Mignon", n=3, threshold=0)
df_hate.query(" username == 'Ewinters Wald-Mignon' ").text.value_counts().head()
#cityoflies #justiceforjohnnydepp 4 #justiceforjohnnydepp #grantjohnnydeppappeal #cityoflies 3 #justiceforjohnnydepp #cityoflies 3 #amberheardisaliar 3 #cityoflies #justiceforjohnnydepp #grantjohnnydeppappeal 2 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Blue Gansey is on break", n=3, threshold=0)
df_hate.query(" username == 'Blue Gansey is on break' ").text.value_counts().head()
#justiceforjohnnydepp #johnnydeppisgrindelwald #johnnydeppismygrindelwald #amberheardisanabuser #amberheardisaliar \n#amberheardisoverparty \n#amberheardisawifebeater \n#amberheardyouareanabuser \n#johnnydeppisinnocent \n#shameonwarnerbros \n#wejustdontlikeyouamber 25 #justiceforjohnnydepp #amberheardisaliar #amberheardisanabuser 18 #boycottwarnerbrothers #boycottfantasticbeasts #justiceforjohnnydepp #amberheardisanabuser \n#johnnydeppismygrindelwald 17 #justiceforjohnnydepp #johnnydeppisgrindelwald #johnnydeppismygrindelwald #amberheardisanabuser #amberheardisaliar 12 amber heard kept money from sick children. she lied and manipulated the entire world. hold her accountable #amberheardisaliar #amberheardisagolddigger #amberheardisanabuser #justiceforjohnnydepp 12 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Tracey Brooks", n=3, threshold=0)
df_hate.query(" username == 'Tracey Brooks' ").text.value_counts().head()
#justiceforjohnnydepp #ibelievehim #amberheardisanabuser 87 #johnnydepp #johnnydeppisinnocent #ibelievehim #abusehasnogender #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar #cancelamberheard #boycottamberheard 46 #johnnydepp #johnnydeppisinnocent #ibelievehim #abusehasnogender #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar #cancelamberheard #boycottamberheard #boycottloreal 37 #johnnydepp #johnnydeppisinnocent #ibelievehim #abusehasnogender #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar #cancelamberheard #boycottamberheard #boycottlorealparisusa 19 #johnnydeppisinnocent #ibelievehim #abusehasnogender #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar #cancelamberheard #boycottamberheard #boycottlorealparisusa 17 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "FlamenRed", n=3, threshold=0)
df_hate.query(" username == 'FlamenRed' ").text.value_counts().head()
#justiceforjohnnydepp #amberheardisanabuser #abusehasnogender 28 #justiceforjohnnydepp #amberheardisanabuser 19 #abusehasnogender #amberheardisanabuser #amberheard #johnnydepp #abusehasnogender #justiceforjohnnydepp 9 #amberheardisanabuser #amberheard #abusehasnogender 6 #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar 5 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Laurel 🍩🍩🍩Rise🦇🌠🤗🌠 Cor Pace", n=2, threshold=0)
df_hate.query(" username == 'Laurel 🍩🍩🍩Rise🦇🌠🤗🌠 Cor Pace' ").text.value_counts().head()
new meaning to aerosmith's #love in an elevator: somebody is definitely going down 😉\n\n#rise #johnnydepp ❤❤❤ #justiceforjohnnydepp #respectforjohnnydepp #wearewithyoujohnnydepp #everystepoftheway #spreadtheword #mentoo #abuseisnotagender #truth #respect #love ❤❤❤ 2 amber heard will never represent the survivors she claims to support. once everyone opens their eyes to her abusive masterpieces, they'll appreciate the real monster speaking at the podium. \n#johnnydeppisinnocent \n#ibelievehim #istandontherightsideoftheroaringrapidswithyoujd 2 team johnny and his supporters will have the last laugh. the truth can't be changed by lies. justice is coming.\npass it on.\n #johnnydepphasevidence #johnnydeppisasurvivor #thetruthiscomingout #whoslaughingnow #justiceforjohnnydepp https://t.co/dlri3mdsd4 2 #metoo and #timesup have failed to protect an actual victim of abuse #johnnydepp, but instead been instrumentalized to abuse him through malicious false allegations. as a woman i will not stand behind these movements if they fail support him now #justiceforjohnnydepp pass it on 2 i want amber heard in prison for abusing & defaming an innocent person. do you? 2 Name: text, dtype: int64
df_threat.head(1)
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1873 | 2018-01-01 01:40:18 | https://pbs.twimg.com/profile_banners/74497825... | a dc fan who hates dc ... who is also unactive... | themiscyira | http://pbs.twimg.com/profile_images/1385690792... | en | me: wow i cant belive its almost 2018 \neveryb... | 543 | sophie | 2016-06-20 19:40:31 | ... | 947643613156134912 | nightwinxg | NaN | 2018-01-01 | 2018 | Jan | 1 | 559 days 05:59:47 | 559 | 05:59:47 |
1 rows × 23 columns
df_threat.date
1873 2018-01-01
1095 2018-01-02
1626 2018-01-03
1571 2018-01-03
1620 2018-01-03
...
961531 2021-04-25
961530 2021-04-25
961526 2021-04-25
961522 2021-04-25
961491 2021-04-25
Name: date, Length: 51025, dtype: object
# print('\nThe Amplifications in the counts and number of likes on #justiceforjohnnydepp is quite obvious!!')
df_same = df_threat.groupby(["text", "date"]).agg({'tweet_id':'count'}).reset_index()
df_same.rename(columns={'tweet_id': 'ntweets'}, inplace=True)
df_same["date"] = pd.to_datetime(df_same["date"])
# to remove the 00:00:00
df_same["date"] = df_same.date.dt.date
df = df_same.sort_values(["ntweets", 'date'], ascending=[False, True]).head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| text | date | ntweets | |
|---|---|---|---|
| 0 | @headieone amber heard | 2021-01-15 | 27 |
| 1 | @realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman | 2020-11-10 | 22 |
| 2 | @realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnnyf #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman | 2020-11-10 | 16 |
| 3 | #justiceforjohnnydepp #johnnydeppisinnocent #johnnydeppdeservesjustice | 2020-11-12 | 11 |
| 4 | johnny depp is innocent✊🏻♥️ #justiceforjohnnydepp #webelieveyoujohnny #جوني_ديب #johnnydeppdeservesjustice #johnnydepp #webelieveyoujohnny | 2020-11-08 | 10 |
| 5 | amber heard abused and defamed johnny depp, she mocked real dv victims, she was arrested for dv in 2009, she used real and important causes to save face, she can’t properly act, she’s disgusting and she doesn’t deserve to be mera anymore. 300k people want her out! #recastmera | 2020-02-13 | 9 |
| 6 | #justiceforjohnnydepp #johnnydeppisinnocent #johnnydepp #johnnydeppdeservesjustice #johnnydeppismygrindelwald #johnnydeppisasurvivor #amberheardisanabuser #amberheardisaliar #amberheard #amberheardisoverparty #amberheardisafraud | 2020-11-08 | 9 |
| 7 | @realamberheard i really hope you get what you deserve. #justiceforjohnnydepp | 2020-11-08 | 7 |
| 8 | @realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport @aquamanmovie #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman | 2020-11-10 | 7 |
| 9 | #democratsfortrump #democrats #definitelynot #amyconeybarrett #biden #bidencrimefamiiy #breaking #covid19 #covid #coronavirus #election2020 #electionday #eagles #electoralcollege #electioneve #foxnews #jewsfortrump #justiceforjohnnydepp #mondaymorning #mondaythoughts #maga | 2020-11-02 | 6 |
| 10 | #justiceforjohnnydepp #johnnydeppisinnocent #johnnydepp #johnnydeppdeservesjustice #johnnydeppismygrindelwald #johnnydeppisasurvivor #amberheardisanabuser #amberheardisaliar #amberheard #amberheardisoverparty #amberheardisafraud | 2020-11-07 | 6 |
| 11 | #justiceforjohnnydepp #amberheardisanabuser #listentothetapes #johnnydeppisinnocent #johnnydeppdeservesjustice #johnnydepp #grindelwald #johnnydeppismygrindewald | 2020-11-12 | 6 |
| 12 | @headieone amber heard. | 2021-01-15 | 6 |
| 13 | @deadline #justiceforjohnnydepp | 2021-03-25 | 6 |
| 14 | #amberheardisaliar #armberheardisanabuser #justiceforjohnnydepp #johnnydepp #johnnydeppdeservesjustice #jdislnocent #amberhearddidnotdonate #thesun #removeamberheardfromaquaman2 #loreal #merareplace #johnnydeppisgrindelwald #loveprotectsupportjd | 2021-04-10 | 6 |
| 15 | @deppsoldier_22 #justiceforjohnnydepp #johnnydeppdeservesjustice #johnnydepp #loveprotectsupportjd 💜💜💜 | 2021-04-22 | 6 |
| 16 | i want amber heard in prison for abusing & defaming an innocent person. do you? | 2019-09-21 | 5 |
| 17 | #justiceforjohnnydepp #johnnydeppdeservesjustice | 2020-11-02 | 5 |
| 18 | #democratsfortrump #democrats #definitelynot #amyconeybarrett #biden #bidencrimefamiiy #breaking #covid19 #covid #coronavirus #election2020 #electionday #eagles #electoralcollege #electioneve #foxnews #jewsfortrump #justiceforjohnnydepp #mondaymorning #mondaythoughts #maga | 2020-11-03 | 5 |
| 19 | @wbpictures @hbomax i will never support ur films again until u fix the situation. u don't even deserve your customer base. i hope u beg johnny to come back and he declines. i hope he gains ground to sue u and take u out of business. #justiceforjohnnydepp | 2020-11-07 | 5 |
| 20 | do i think johnny did nothing wrong? no. did he defend himself? probably. is he an addict who needs help? maybe. did he deserve to be abused by his wife? no!!! #amberheardisanabuser #johnnydeppisinnocent #justiceforjohnnydepp | 2020-11-07 | 5 |
| 21 | #justiceforjohnnydepp #westandwithjohnnydepp #johnnydeppdeservesjustice #loveprotectsupportjd #positivityforjohnnydepp | 2021-04-15 | 5 |
| 22 | #justiceforjohnnydepp #whatamessycrimescene | 2021-04-16 | 5 |
| 23 | #justiceforjohnnydepp #westandwithjohnnydepp #johnnydeppdeservesjustice #loveprotectsupportjd #positivityforjohnnydepp 💜💜💜💜💜💜 | 2021-04-18 | 5 |
| 24 | #justiceforjohnnydepp #westandwithjohnnydepp #johnnydeppdeservesjustice #loveprotectsupportjd #positivityforjohnnydepp 💜💜💜💜💜💜 | 2021-04-22 | 5 |
| 25 | @deppsoldier_22 #justiceforjohnnydepp #johnnydeppdeservesjustice #johnnydepp #loveprotectsupportjd | 2021-04-22 | 5 |
| 26 | johnny depp is a true survivor. he survived abuse by amber heard. he survived 3 surgeries and deadly mrsa. he survived cyberbullying by biased media and ignorant people. (he is still fighting against it) thank you for showing us your strength. 🙏 #justiceforjohnnydepp | 2019-05-25 | 4 |
| 27 | when a man abuses a woman, his disgusting, nasty, repugnant ass needs to be in jail and held accountable. when a woman abuses a man, her disgusting, nasty, repugnant ass needs to be in jail and held accountable victims deserves justice.#justiceforjohnnydepp | 2020-02-02 | 4 |
| 28 | amber heard a vraiment agit comme une personne degueulasse, il y a des hommes et des femmes qui vivent ce genre de choses quotidiennement et elle s'en est clairement moqué. c'est pour ça que johnny depp mérite de gagner son procès contre cette femme | 2020-07-28 | 4 |
| 29 | @indiewire #justiceforjohnnydepp | 2020-11-11 | 4 |
| 30 | #justiceforjohnnydepp #johnnydeppisinnocent #johnnydeppdeservesjustice | 2020-11-13 | 4 |
| 31 | @coramelodie @dior #justiceforjohnnydepp #johnnydeppisinnocent #amberheardisanabuser #amberheardisaliar #mencanbevictimstoo #abusehasnogender @dior #thankyoudior | 2020-12-10 | 4 |
| 32 | #justiceforjohnnydepp #johnnydeppisinnocent #johnnydeppdeservesjustice #mentoo #abusehasnogender #amberheardisanabuser #amberheardisaliar | 2020-12-12 | 4 |
| 33 | #justiceforjohhnydepp #johnnydeservebetter #johnnydeppdeservesjustice #johnnydepp #johnnydeppisinnocent #amberheardisanabuser #amberheardisaliar #amberheardistherealabuser #amberturd #amberheard | 2020-12-13 | 4 |
| 34 | #justiceforjohnnydepp #johnnydeppisinnocent #johnnydeservebetter #johnnydeppdeservesjustice #johnnydeppisasurvivor #johnnydepp #amberheardisanabuser #amberheardistherealabuser #amberheardisaliar #amberturd #amberheard #boycottthestand #boycottaquaman2 #dontbuythesun | 2020-12-24 | 4 |
| 35 | @deadline #amberheardisaliar | 2021-01-08 | 4 |
| 36 | @headieone amber heard | 2021-01-16 | 4 |
| 37 | #justiceforjohnnydepp #johnnydeppisinnocent #johnnydeservebetter #johnnydeppisasurvivor #amberheardisaliar #amberheardisanabuser #amberheardisagolddigger 👉🦂🇸🇪🏴☠️ | 2021-02-08 | 4 |
| 38 | re-twitt & sign the petitons! #justiceforjohnnydepp #johnnydeppisinnocent #johnnydeservebetter #johnnydeppisasurvivor #boycottcadillac 👉🦂🇸🇪🏴☠️ | 2021-02-08 | 4 |
| 39 | #amberheardisaliar #amberheardisanabuser #justiceforjohnnydepp #johnnydepp #johnnydeppdeservesjustice #jdisinocent #amberhearddidnotdonate #amberheardiscancelled #removeamberheardfromaquaman2 #zacksnydersjusticeleague #aquaman #merareplace | 2021-03-27 | 4 |
| 40 | #whatamessycrimescene #justiceforjohnnydepp | 2021-04-14 | 4 |
| 41 | @deppsoldier_22 #justiceforjohnnydepp #amberheardisaliar | 2021-04-16 | 4 |
| 42 | throw amber heard in jail | 2019-03-12 | 3 |
| 43 | @realamberheard @sams_usa stop using these innocent women to fulfill your needs of getting away with your crimes! you've used so many people already for money, attention, success, fame and now you found a director to get you a role. disgusting! #johnnydeppisinnocent #johnnydepp #amberheardisanabuser | 2019-03-18 | 3 |
| 44 | @dceunlimited por cierto, qué opinas de las acusaciones referentes a los maltratos de amber heard a johnny depp? en aquel momento dijiste que no podías opinar porque nadie podía saber la verdad (y eso que habían vídeos). sin embargo, ahora das por hecho esto sin tener pruebas tan contundentes. | 2020-07-03 | 3 |
| 45 | @karmardanmik 🖤🖤🖤🖤🖤🖤🖤🖤 #johnnydepp #downwiththesun #bringjohnnythathorizon #justiceforjohnnydepp #wearewithyoujohnnydepp 🖤🖤🖤🖤🖤🖤🖤🖤 | 2020-07-07 | 3 |
| 46 | @karmardanmik 🖤🖤🖤🖤🖤🖤🖤🖤 #johnnydepp #downwiththesun #bringjohnnythathorizon #justiceforjohnnydepp 🖤🖤🖤🖤🖤🖤🖤🖤 | 2020-07-07 | 3 |
| 47 | amber heard is an abuser deserve lethal punishment pass it on | 2020-07-16 | 3 |
| 48 | #johnnydepp #johnnydeppdeservesjustice #downwiththesun #bringjohnnythathorizon #justiceforjohnnydepp #johnnydeppisinnocent | 2020-07-17 | 3 |
| 49 | #justiceforjohnnydepp #johnnydeppdeservesjustice #amberheardisanabuser #amberheardisaliar | 2020-07-28 | 3 |
| 50 | louder for the people at the back, repeat after me: 1) johnny depp never abused amber heard 2) amber heard lied about being abused 3) amber heard abused johnny depp 4) johnny depp is a survivor of domestic violence #johnnydepp #johnnydeppdeservesjustice | 2020-07-28 | 3 |
| 51 | @nickwallis wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf | 2020-08-13 | 3 |
| 52 | #justiceforjohnnydepp #johnnydeppdeservesjustice #amberheardisanabuser #amberheardisaliar | 2020-11-02 | 3 |
| 53 | @deadline #justiceforjohnnydepp | 2020-11-06 | 3 |
| 54 | @wbpictures i will never support ur films again until u fix the situation. u don't even deserve your customer base. i hope u beg johnny to come back and he declines. i hope he gains ground to sue u and take u out of business. #justiceforjohnnydepp | 2020-11-07 | 3 |
| 55 | @deadline #justiceforjohnnydepp | 2020-11-10 | 3 |
| 56 | #justiceforjohnnydepp #johnnydepp #johnnydeppisinnocent #johnnydeppdeservesjustice #amberheardisanabuser #amberheardisaliar | 2020-11-11 | 3 |
| 57 | @dccomics @aquamanmovie #fireamberheard #cancelamberheard #amberheardisanabuser #justiceforjohnny #mencanbevictimstoo #standwithjohnnydepp #johnnydeppdeservesjustice #boycottfantasticbeasts #boycottaquaman2 #domesticabuse #johnnyisinnocent | 2020-11-11 | 3 |
| 58 | @fantasticbeasts #fireamberheard #cancelamberheard #amberheardisanabuser #justiceforjohnny #mencanbevictimstoo #standwithjohnnydepp #johnnydeppdeservesjustice #boycottfantasticbeasts #boycottaquaman2 #domesticabuse | 2020-11-11 | 3 |
| 59 | @thesun #justicieforjohnnydepp #johnnyisasurvivor #johnnydeppdeservesjustice #johnnydeppisinnocent #amberheardisanabuser #amberheardisaliar #removeamberheardfromaquaman #nojohnnynofantasticbeast #nojohnnynopirates | 2020-11-11 | 3 |
# importlib.reload(helpers)
helpers.users_all_peaks(df_tweets, ' in jail', n=10, threshold=0)
helpers.users_all_peaks(df_tweets, ' to jail', n=10, threshold=0)
helpers.users_all_peaks(df_tweets, 'i hope she goes to jail', n=10, threshold=0)
helpers.users_all_peaks(df_tweets, 'put her in jail', n=10, threshold=0)
helpers.text_all_peaks(df_tweets, 'she deserves it', n=2, threshold=0)
helpers.users_all_peaks(df_tweets, 'she deserves it', n=10, threshold=0)
df_all_jail = df_threat[df_threat.text.str.contains('jail')]
print(f'{df_all_jail.shape[0]} contributions, made by {df_all_jail.username.nunique()} Users')
df_all_jail.head(2)
3795 contributions, made by 2964 Users
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 591 | 2018-01-08 17:58:57 | NaN | NaN | NaN | http://pbs.twimg.com/profile_images/8815105094... | en | @iolovesyou @angb2909 video? you mean the one ... | 108 | goodview | 2017-06-26 17:20:36 | ... | 950426613446991872 | meanchi0421 | NaN | 2018-01-08 | 2018 | Jan | 8 | 196 days 00:38:21 | 196 | 00:38:21 |
| 1923 | 2018-01-31 03:40:52 | https://pbs.twimg.com/profile_banners/88150238... | He’s been there for everyone and he deserves J... | United States | http://pbs.twimg.com/profile_images/9586353146... | en | @deppthroating that’s so dam true. she’s right... | 1055 | Rah Rah | 2017-07-02 13:18:41 | ... | 958545593156202497 | rocky_depp | NaN | 2018-01-31 | 2018 | Jan | 31 | 212 days 14:22:11 | 212 | 14:22:11 |
2 rows × 23 columns
helpers.text_all_peaks(df_tweets, 'jail', n=2, threshold=0)
helpers.users_all_peaks(df_tweets, 'jail', n=10, threshold=0)
df_all_hell = df_threat[df_threat.text.str.contains('go to hell')]
print(f'{df_all_hell.shape[0]} contributions, made by {df_all_hell.username.nunique()} Users')
df_all_hell.head()
172 contributions, made by 166 Users
| created_at | profile_banner_url | user_description | user_location | profile_image_url | lang | text | n_friends | username | user_created_at | ... | tweet_id | user_screen_name | user_url | date | year | month | dayofmonth | diff | days_diff | hours_diff | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 46265 | 2019-02-05 14:24:17 | https://pbs.twimg.com/profile_banners/91919598... | #JohnnyDepp 😻 #IBelieveJohnnyDepp ❤\n#DeppHead... | NaN | http://pbs.twimg.com/profile_images/1323749027... | en | i just want amber heard\ngo to hell 😡😡😡😡😡😡😡 | 1140 | Depp ☪♊ IBelieveHim 🇮🇹 | 2017-10-14 13:39:35 | ... | 1092791023862980609 | deppfamily | NaN | 2019-02-05 | 2019 | Feb | 5 | 479 days 00:44:42 | 479 | 00:44:42 |
| 60614 | 2019-03-12 20:23:36 | https://pbs.twimg.com/profile_banners/51929309... | Med student. Contributor. Digital marketer. Ho... | Pakistan | http://pbs.twimg.com/profile_images/1383756306... | en | amber heard and all the women who use #metoo f... | 996 | Manal | 2012-03-09 08:07:47 | ... | 1105565022481272834 | meemelif | https://t.co/8y8OO0yNU3 | 2019-03-12 | 2019 | Mar | 12 | 2559 days 12:15:49 | 2559 | 12:15:49 |
| 66086 | 2019-03-13 01:12:15 | https://pbs.twimg.com/profile_banners/28707943... | ♈︎ | 🤎 | paris | http://pbs.twimg.com/profile_images/1383564641... | en | amber heard can go to hell | 461 | melany 🧚🏽♀️ | 2014-11-10 16:52:31 | ... | 1105637665397981197 | jcssmelaa | NaN | 2019-03-13 | 2019 | Mar | 13 | 1583 days 08:19:44 | 1583 | 08:19:44 |
| 67806 | 2019-03-13 06:40:44 | https://pbs.twimg.com/profile_banners/61933746... | Writer, Host, VO Artist | NaN | http://pbs.twimg.com/profile_images/1370704282... | en | amber heard can go to hell. she just made it h... | 432 | Sam Valmonte | 2009-08-01 02:03:32 | ... | 1105720330197262336 | samvalmonte | https://t.co/1RS2VttDh4 | 2019-03-13 | 2019 | Mar | 13 | 3511 days 04:37:12 | 3511 | 04:37:12 |
| 67586 | 2019-03-13 16:05:53 | https://pbs.twimg.com/profile_banners/24352621... | #HomeIsHere ♡ 😎🇺🇸 #GetYourVaccineToEndCOVID19❗... | Chicago! | http://pbs.twimg.com/profile_images/1350254550... | en | i got plenty of shit on twitter for defending ... | 286 | ☆𝕊𝕂𝕐 | 2011-01-27 07:05:00 | ... | 1105862555472416769 | ___ItsJustMe | NaN | 2019-03-13 | 2019 | Mar | 13 | 2967 days 09:00:53 | 2967 | 09:00:53 |
5 rows × 23 columns
df_all_hell.text.value_counts().head(60)
amber heard can go to hell 2 i just want amber heard\ngo to hell 😡😡😡😡😡😡😡 1 amber heard can literally go to hell. 1 and a big fuck you to @realamberheard for ruining the next fantastic beasts movie and slandering the name of an icon fucking lyin ass bitch go to hell #justiceforjohnnydepp 1 so just got told about the case of the man the legend himself jhonny depp yeah i am a big fan a of harry potter series and fantastic beasts but i'm gonna not see because of the fucking @wbpictures go to hell you amber heard i'm so frustrated right now #justiceforjohnnydepp 1 you can just go to hell @wbpicturesid for what you do.\nyou stood by with an abuser and yoi will forever be remembered for this !!\n#justiceforjohnnydepp 1 #justiceforjohnnydepp any real dv, assault, mental health advocates know that johnny deserves better and amber needs to go to hell 1 fuck u amber heard and go to hell 1 amber heard can go to hell seriously!! 1 johnny depp deserves justice and amber heard deserves to go to hell 1 these motherfuckers get upset about cancel culture when a man abuses a woman, but the moment someone mentions amber heard they act like they’re starting the metoo movement. \n\nmakes my balls itch, man.\n\nbut yeah, also fuck amber heard. she can go to hell. 1 this woman is a demon! she fucking ruined his career as well as his life! go to hell, amber! #justiceforjohhnydepp #amberheardisaliar 1 can i just say amber heard can go to hell?\npreferably prison, too 1 amber heard can go to hell with her lying, manipulation and abuse! #justiceforjonnydepp 1 and amber heard can fucking go to hell. 1 fuck amber heard. she can go to hell 1 amber heard should go to hell. she's the most disgusting thing right now. 1 so fucking sad. i loved aquaman, but amber heard could honestly go to hell. have someone else play mera. 1 amber heard can really go to hell and choke on the devils dick #justiceforjohhnydepp #cancelamberheard 1 i don't consider myself a good person and am sure that i will go to hell. but now the prospect doesn't seem so daunting if it will provide the opportunity to see ah and her corrupted team burning alongside with me.\n#justiceforjohnnydepp \n#fireamberheard https://t.co/fyyq1e9fs1 1 go to hell...\nyou employ a abuser. \n@loreal\nyou make me sick\n#justiceforjohnnydepp 1 @harrypotterfilm @warnerbros the one y’all forced johnny depp, a true legacy and amazing man of his time, resign from? go to hell. #justiceforjohnnydepp #amberheardisanabuser 1 good morning everyone. except you, amber heard. you go to hell.\n#justiceforjohhnydepp 1 dear andrew "asshole" nicol & amber turd\n\ngo to hell!\n\nhope you have a very bad life🥰\n\n#justiceforjohnnydepp 1 amber heard is trying to be the face of support for women who have been abused. she will never represent us and she can go to hell. 1 #justiceforjohnnydepp \n@warnerbros go to hell 1 @thesun can go to hell johnny depp is innocent and should not be slandered like this. he also played an amazing grindelwald and to replace him would be preposterous because he is grindelwald!\n#justiceforjohhnydepp #amberheardisaliar #fantasticbeasts3 #fantasticbeasts #johnnydepp 1 stupid bitch, go to hell \n#justiceforjohnnydepp #amberheardisanabuser \n#amberheardisaliar 1 fuck you amber heard. i’m disappointed throughly with how there’s been no justice for johnny depp. female abusers exist and if you believe otherwise then honestly, go to hell. #johnnydepp 1 johnny, we love you. \nfck amber heard! that btch can go to hell! 1 there is a special place in hell for amber heard. i hope your career gets ruined and you can never book a project ever again. go to hell. 1 go to hell amber heard i fkkking hate you bitch 1 amber heard go to hell\n\n#justiceforjohnnydepp 1 amber heard can go to hell for all i care. johnny doesn’t deserve this shit. #amberheardisanabuser #justiceforjohnnydepp 1 fuck amber heard, she can go to hell!! she should not be in aquaman 2 if johnny can't be grindelwald, i'm sooo sad and angry right now!! 😡😡😡#justiceforjohnnydepp 1 okk so warner bros think they have removed jhonny depp hahaa\nlisten guys you all lost a gem and you are no more worth of it....go to hell😏\n#justiceforjohnnydepp 1 i am not watching next @fantasticbeasts without #johnnydepp. go to hell @wbpictures. #justiceforjohnnydepp 1 i just found out johnny depp is out from the fantastic beast franchise????????? wtf???? hes innocent and hes out while that bitch is still in aquaman franchise???????? i really fucking hate feminazis wtf yall can go to hell #justiceforjohnnydepp 1 they can say what they want but #johnnydepp is innocent and he is being treated unfairly simply for being male. #amberheard can go to hell!\n#amberheardisaliar \nlove you johnny.♥️ https://t.co/ecwe7r5m8i 1 go to hell amber heard 1 enjoy life first burn later.\namber heard go to hell. 1 warner bros asked johnny depp to resign and kept amber herds on their books. total hypocrisy. go to hell amber turd #justiceforjohnnydepp #amberheardisanabuser 1 #fireamberheard is a lovely hashtag but i feel like seeing #fireinjusticenicol there too. this man is as infuriating as ah. go to hell already, both of you\n#justiceforjohnnydepp\n#johnnydeppisinnocent https://t.co/pzi0znxm0y 1 @lightcastpod @wbpictures can go to hell. not buying their💩. i hope many fans never pay for their services and use bootleg websites to watch their movies for just as good quality. first geoff & joss and then heard, seems they’re in business of protecting crooks #sexists #justiceforjohnnydepp 1 really? warner bros really? we just need to know why, johnny depp is an extraordinary actor. bring depp back. we are so sad and angry wb go to hell. \n #cancelwbpictures #justiceforjohnnydepp\n#warnerbrosisoverparty 1 amber heard go to hell challengeeee✅✅ 1 i'm fucking tired of this shit of “justice”. go to hell.\n🖕🏽🖕🏽🖕🏽\n#justiceforjohnnydepp\n#fightforthetrue 1 may amber heard go to hell 1 #justiceforjohnnydepp fuck amber heard she can go to hell https://t.co/uex5torm6d 1 the british legal system can go to hell, they sided with an abusive liar\n#justiceforjohnnydepp 1 i hope everyone has a wonderful day!\n\nexcept that evil bitch amber heard. she can go to hell.\n\nthat is all😂 1 @stirgussa @adam_waldman the same wife of the photographer friend of amber heard stated in 2016 that there was no makeup in the photo shoot and that head butt was accidental to stop an attack by amber. now go to hell they're exposing your idol shit https://t.co/morwnwek7h 1 this monster deserves to go to hell !!!!\n#amberheardisanabuser\n#justiceforjohnnydepp https://t.co/txpg4a5ruw 1 apologize for the fact that she abused him for several years, cut off his finger, and then slandered him to the whole world? go to hell! the best thing depp could have done was to sue her and you @danwootton and he did. i'm proud of him\n#justiceforjohnnydepp\n#amberheardisanabuser 1 if amber heard is in aquaman 2, the movie can go to hell 1 @nlawson946 @phimvle @amywrenjustice @movie_freak86 @johnnycdebt @rdj0hnny @funeeclips @screenrant @warnerbros well amber heard can go to hell 1 #justiceforjohnnydepp amber heard can go to hell 1 amber heard can go to hell !!! #justiceforjohnnydepp 1 @sketchedbat mate i wish anyone that supports amber heard to go to hell. 1 the sun gazetesi, go to hell pls\n#justiceforjohnnydepp 1 Name: text, dtype: int64
helpers.text_all_peaks(df_threat, 'go to hell', n=2, threshold=0)
helpers.users_all_peaks(df_threat, 'go to hell', n=10, threshold=0)
helpers.contr_peaks(df_tweets, "Lindsey Depp", n=3, threshold=0)
df_tweets.query(" username == 'Lindsey Depp' ").text.value_counts().head()
@dior dear dior regarding my husband to be's future of the amazing sauvage ad please keep him employed as the face of sauvage. what happened in the barrack result of his libel case against the sun and dan wootton and amber heard are just ganging up on him. 1 amber heard promises to reveal bombshell new evidence about wife beater johnny depp in us case https://t.co/vfkjsacsph, don't you fucking dare scamber you've done enough damage to my darling husband johnny career. bitch 1 amber heard condemns ‘paid campaign’ to remove her from aquaman sequel https://t.co/i8nbikgilk grow the fuck up amber no one fucking likes you fuck off back texas 1 amber heard comments on aquaman role as johnny depp fans call for axing https://t.co/g8lvxpsawu via @metrouk it's about time this poisonus witch is put out of her misery. so she doesn't destroy anymore lives 1 @lepplady amber heard thinks she can get away with these disgusting and degrading behaviour and get away with it 🤬🤬 1 Name: text, dtype: int64
helpers.contr_peaks(df_tweets, "Elizabeth Carter", n=2, threshold=0)
df_tweets.query(" username == 'Elizabeth Carter' ").text.value_counts().head()
and the proof of domestic violence is right here. \n\namber heard you're such a jerk to what you did to johnny depp. stuff you!!!🖕😡😡😡😡 1 Name: text, dtype: int64
Primarly Text Investigations¶
df_amber = df_tweets[df_tweets.text.str.contains('amber')]
death_sub = {'deathto', "death to", 'heard needs to die', 'deserves to die', 'die a painful death', 'heard die',
'amber die', 'heard die', 'heard can die', 'amber can die', 'get the karma you deserve',
'rots to death', 'you to die', 'hope you die', 'chose to die', 'heard to die', 'mera to die',
'rots to death', 'starves herself to death', 'burned to death', 'kill amber', 'killamber', 'go kill',
'kill this vampire', 'kill this bitch', 'kill this amber', 'kill that princess', 'kill that bitch',
'kill that cunt', 'kill your fucking abuser', 'it will kill you', 'i’ll kill you',
'accused amber heard of murder', 'will murder amber', 'legal to murder amber', 'please murder amber',
'like to murder amber', 'heard murdered'}
threat_sub = death_sub | burn_sub | crime_sub
# threat_sub
df_tweets[df_tweets.text.str.contains('to die')].text.value_counts().head(60)
@ahrosemc @realamberheard when i found out that i have terminal cancer and i just wanted to die. amber heard was on tv talking about abuse her strength and courage gave me the strength to battle with cancer everyday 1 both poki and amber heard need to die in a hole. 1 fuck this bitch and fuck warner bros for keeping this abuser but removing depp from fantastic beast.\ni want her career to die. \n\n#amberheardisanabuser #fireamberheard 1 raquel pennington\nio tillet wright\njosh drew\njames franco\namanda, melanie, laura, etc.\n\nyou are lying for amber heard and trying to destroy an innocent man. \n\nis this the hill you really want to die on?\n#johnnydeppisinnocent \n#johnnydepp 1 a friend of mine on fb has devoted just an absolute fuckton of her time stanning jonny depp as a "victim of amber heard" and like... there has to be something better this person could be doing with their time. i can't fathom the diseased brain that makes this the hill to die on. 1 @wbpictures @hbomax dear @wbpictures, is amb*r h*ard really the hill you want two of your lucrative franchises #boycottfantasticbeasts3, #boycottaquaman2, and possibly #boycottwarnerbrothers to die on? i think at this point y'all should realize we ain't gonna give up. #justiceforjohnnydepp 1 here here! @wbpictures listen to us or you are literally going to die! your fate depends on us! rehire johnny depp! #justiceforjohnnydepp 1 i dont want this hashtag to die #justiceforjohnnydepp 1 #boycottwarnerbrothers i can't believe untalented amber heard is the hill warner brothers wants to die on. make it make sense? either most people have no idea who she is or they know she almost abused johnny depp to death. 1 @xabbieeeex @warnerbros @wbpictures they consider us "web chatter" too and @wbpictures are hoping this is all going to die down apparently. they're pathetic so we're fighting the whole company\n#johnnydeppisinnocent #johnnydepp #amberheardisanabuser \n\nhttps://t.co/om2hhkfamc 1 mainstream media telling johnny depp to die. a victim of abuse who has literally almost died. beyond revolting. #justiceforjohnnydepp 1 i think i have commented this on every thread but the music is to die for. i love it. danny elfman is just amazing. #justiceforjohnnydepp #deppmovienight #deppcember 1 @raclements3 yeah, and they seem to hate amber heard too. \n\ni suspect none of those people consider themselves to be strongly pro-domestic abuse, but that's the reality of the hill they've decided to die on. 1 @jacxpearl most meme pages are just full of men saying ‘amber heard deserves to die’ and stuff like that but will make jokes about ‘waking up chris breezy’ when a woman does something wrong 😍 1 @imnoone514 @mygrindelwald yes there is a pattern of abuse by ah! jd doesn't have that pattern! anyone,male or female,can be abused.they all need a voice,not shoved into a closet to die,emotionally and physically.ppl speak out! #mentoo #justiceforjohnnydepp #listentothetapes 1 la wb sta avendo un fallimento dietro l'altro,per non parlare di alcuni attori che si stanno lamentando della cosa.\nil karma!😈\nnon preoccuparti wb ,presto finirai qui dentro\n#justiceforjohnnydepp \n#boycottwarnerbros \n#boycottfantasticbeasts https://t.co/ilounzedi0 1 hi amber heard can be an abuser and johnny depo can as well. both things can be true and look to be true. most importantly, he is not the hill to die on. he made his decisions and that’s that on that. also this cover design is top notch 1 @emilyy96 @change i’m first in line to die for you baby #justiceforjohnnydepp 1 i never could lose weight until i discovered this popular keto diet !! > https://t.co/pewbymwa2t\n\n#masksinger6 #nctzenselcaday #justiceforjohnnydepp \n#crybabytrump #elon #daniel #raptor #happydanielday #diet #ketodiet #viral #trending https://t.co/4snfxdx33j 1 @floydm100 @repotesyonstan @filmupdates what exactly has johnny done? because there’s actually evidence of what that lunatic amber heard has done to him. biting his finger off?? you’re supporting that? that’s the hill you chose to die on?? 1 dc entertainment: remove amber heard from aquaman 2 - sign the petition! https://t.co/c0db2ec7xl via @change its time to die thot 1 @gracerandolph #justiceforjohnnydepp \nif johnny is not there, the movie deserves to die, it is not fair what they are doing to him 1 so. i’m now seeing elon musk is being abused by amber heard and yet people are still sticking up for her?!\n\nhow long before someone has to die to make people realise?\n\nfuckin’ morons. 1 @aubreyavecor @indiewire and doesn’t that say anything to you? this man risked the only big project he’s in, to clear his name, do you think a guilty person would do that? they would want the whole thing to die down so they would be quiet about it. johnny depp is innocent. #justiceforjohnnydepp 1 what a hill to die on! downplaying a male victim of domestic abuse... it think it's time to #defundrefuge #amberheardisanabuser #justiceforjohnnydepp 1 "there's no pain that i won't go through,even if i have to die for you"-die for you,starset.\nwith you until the end,never forget that,my dear johnny.\n#justiceforjohnnydepp #johnnydeppisinnocent #ibelievejohnnydepp https://t.co/8czm3xs2zy 1 i’ve never seen him look better in my life. i’ve never seen him happier. i’ve never heard him play better, and the way the press would have it is he’s a total destruction and ready to die. totally not true.\n\n- alice cooper \n#justiceforjohnnydepp 1 amber heard literally deserves to die 1 мне обычно похуй на почти всех людей, и я обычно не желаю ничего плохого никому. но вот честно. в этом конкретном случае желаю: чтоб ты сдохла, эмбер херд. amber heard, i want you to die :) не стыдно ни разу - отписывайтесь, если хотите. 1 @warnerbros so johnny depp is fired for being falsely accused of being a wife beater while you retain amber heard the real abuser on aquaman 2. great hill you chose to die on. \n\n@wbhomeent 1 i'm not asking for johnny depp to be reinstated. i'm asking that the same treatment being given to him on allegations be given to amber heard on confirmed admittance of guilt.\n\nthere are better actresses out there to die on a hill for to play mera, wb. real talk. 1 @wbpictures is the amber heard case the hill you guys want to die on? \nthe whole internet is outraged at you. \nthere will be action if these decisions aren't reversed. sad. 1 @davin62156932 @thefon7bang @realamberheard these deppheads are busy with johnny depp and targeted amber heard and her fans. they don't care of the covid-19 vaccine news .us china cold war. north korea missile launch plans and other stuff. they say as if they are ready to die for him . 1 @amberheardbra @amberheardsourc no wonder u like amber,you act the https://t.co/ws1cng53ys seems like you are promoting suicide or aiming someone to die.i feel so sorry for those people who are suffering from depression (mental health issues in general) amber heard supporters are absolutely insensitive. 1 @snowyboymedia i know lol. but fr tho, amber heard needs to die 1 @alanhiggins4 @realamberheard @kamalaharris amber heard needs to die 1 @thenamesq that franchise is going to die on the vine...\n#justiceforjohnnydepp 1 this is exactly the type of comments that ah and the media is waiting for. it fully plays into their-"jd fans are so much harrassing, bullying and threatening her"-narrative. \n\nargue with court docs, audio-tapes, whatever, but do not wish her to die!\n\n#justiceforjohnnydepp https://t.co/wwihn0cb6a 1 it's been 6 days since @wbpictures went anywhere near their twitter account. they're praying this'll die down.\nnews flash: it isn't going to die down, we want justice. we demand amber heard be fired from aquaman 2.\n#justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar 1 @peacockhill @melissaoctlibra @ahjd3740345 @tvmumma @people less than .00001% still believe the twice arrested abuser amber heard. are you going to ignore the other 5 victims that are testifying against her in court because she said so? silencing victims because if a serial abuser's word is not a good hill to die on. #amberheardadmitted 1 @wbpictures so, you decided to shame and fire the victim of abuse? is thisnrealy the hill you want to die on? #justiceforjohnnydepp #boycottfantasticbeasts 1 @theinfamousone6 i got told earlier today he would never f*ck me, but abuse me instead. all i did was present evidence. real evidence. i was also told to die 😊 just a casual wednesday of a johnny depp supporter.\n#justiceforjohnnydepp 1 @karadzorel @realamberheard i can't wait for amber heard to die as an actress and social activist 1 i literally refuse to die unless amber heard is directly responsible 1 “i’ve never seen him look better in my life,” the singer added. “i’ve never seen him happier. i’ve never heard him play better, and the way the press would have it is he’s a total destruction and ready to die. totally not true.” alice cooper about johnny 💜\n#justiceforjohnnydepp 1 aquaman should of left mera to die in justice league. #justiceleague #amberheardisaliar #amberheardisanabuser 1 @askmadness jane let me clarify i never said that i wanted amber heard to die what i meant was that her character whom i mocked by saying "ambera" should be killed off offscreen i did not wish death upon her. https://t.co/mzmekwji1h 1 @femmevillain i want to apologize for the statements against amber heard. i didn't say that i want amber to die i was speaking about her character mera who i mocked by saying ambera. \n\ni did a research and i see my ignorance. i am sorry for every bit of that statement. 1 stanning amber heard’s abusing scumbag ass is the weirdest hill to die on and brag about https://t.co/qsp0j0dso8 1 @wandaswidow_ @bansheeswhore i would stop and delete your tweets, you don't want to die on this hill. johnny depp was proven to be innocent and all the evidence points to amber heard being the abuser, in other words a terrible person ruined and innocent person's life just because she cried wolf. 1 i am watching the snyder cut and amber heard's character was going to die and immediately i was disappointed because i knew she was going to live. 1 @thenamesq #justiceforjohnnydepp \n#amberheardisanabuser \n#amberheardisaliar \n#justiceforkatejsmes\n#justiceforjenniferhowell\nhow many more times will abuser #amberheard get away with it? what will it take? who has to die at her hands? because if her stupidity? #speaktfup 1 @renkizuki @truekrdnchki @thenamesq @danblock4 what would have to happen to johnny for you to understand that she is dangerous? johnny had to die? #justiceforjohnnydepp 1 “i’ve never seen him look better in my life. i’ve never seen him happier. i’ve never heard him play better, and the way the press would have it is he’s a total destruction and ready to die. totally not true.”\n ~ alice cooper when asked about jd \n#justiceforjohnnydepp 🏴☠️🏴☠️ 1 @dyangob @gracerandolph the tapes were extremely telling. \n\nlol thininking i was calling for amber heard to die by the hands of a director..... have you read comics or watch the movie?? spoiler alert, wonder woman beheads mera\n\njohnny depp lost his roles, only fit for amber to join him 1 @mimasdiaries woooooah!! 😳 it’s interesting that the amber heard fabs and meghan markle fans are the ones who spread such hate! yesterday mm fans were saying the cambridge children need to die and now this guy wants us dead?? @twitter you can see who the bullies r by the tweets 1 @myangelamber @realamberheard ela you literally follow people that actively tweet about wanting johnny depp to die/get murdered and wanting jd supporters to commit suicide and get raped. dont be so contradicting. \namber heard fans are the ones abusing through social media, you yourself follow them! 1 "look at me, mrs. lovett! look at you! no, we all deserve to die! even you, mrs. lovett, even i!"\n-johnny depp as sweeney todd\n#deppmovienight \n#deppril \n#loveprotectsupportjd \n#justiceforjohnnydepp 1 thanks for giving me permission to die🙏 its not like i can dontjings for myself i need an abusers supporter to "allow" me to decide to die for myself. oh btw @superbatson #justiceforjohnnydepp 1 amber heard: \n\n“tell the people, johnny, tell them you’re a victim of abuse, and see who believes or sides with you.”\n\n“you’re a fat, washed up old man who’s going to die a lonely man.”\n\n“i want to thank the people for their support of me.”\n\nthe people: 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('heard needs to die')].text.value_counts().head(60)
@snowyboymedia i know lol. but fr tho, amber heard needs to die 1 @alanhiggins4 @realamberheard @kamalaharris amber heard needs to die 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('hope you die')].text.value_counts().head(60)
if you’re a trophy hunter, i hope you die by the hands of the animals you’ve hunted. leave animals the fvck alone! i couldn’t even watch madagascar 2 because of the beginning. we offer you amber heard instead😖 1 amber heard, i hope you die unloved and in pain with your remains left to rot for the rest of humanity to laugh at your pathetic excuse of a woman. 1 #happybirthdayamberheard\ni hope you die in prison 🥰🥰🥰\n#justiceforjohnnydepp 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('murder')].text.value_counts().head(60)
@nickwallis wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 3 @fosteraction @karenbasstweets @realamberheard @repkarenbass #amberheardisanabuser #amberheardisaliar educate yourself before associating with a cruel, abusive and lying person. she is sued for abuse. she almost murdered her ex-husband and is a terrible example for the youth. tell me who you hang out with and i'll know who you are ! 2 @thenamesq wow so an fbi agent accused amber heard of murder and extortion in the us case and literally nobody but this paralegal on youtube are talking about it.. pls share to spread awareness!!! youtube won’t promote these videos https://t.co/zrhnz8jraf 2 @victoriamary #solidarity \nfor #justice is only way to proceed.\n#unitestrike4justice \n#sagaftra unions?\nend the #press of #lies?\n\n#justiceforjohnnydepp \n\n#johnnydeppisgellertgrindelwald\n#nojohnnynofantasticbeasts \n#29tthdecember2015 #tararoberts stopped @realamberheard 's #murderattempt\n#truth 1 @no_reason_jenz @victoriamary #deppcember continues\n#twelvedays #deppmovies to celebrate his survival from @realamberheard 's #murderattempt \non #29thdecember2015 \n#bless #tararoberts for stopping\nah's assault & hearing confessed plot of media lies\n#justiceforjohnnydepp \n#peaceandlove to #familyparadisdepp 1 every #johnnydepp #deppmovienight #deppcember #twelvedaysofdepp #29thdecember2015-20 #survivedambersmurderattempt \n\n#justiceforjohnnydepp \n#solidarity #unitestrike4justice \nwhat is #sagaftra unions for?\n\n (1984-2020) https://t.co/xy23suawkx via @youtube 1 @honourperiod @pizzakatzen #truth is true no matter who believes\n\n#justiceforjohnnydepp \n\nreally family line of #flakes ?\n\n#deppcember #amberheardsmurderattempt was #29thdecember2015 \n#johnnydeppsurvived thankyou tararoberts \n#twelvedaysofdeppfilms \n#johnnydeppstayinalive \n#peaceandlove 1 " when i despair, i remember that all through history the way of truth and love have always won. there have been tyrants and murderers and for a time they seem invincible, but in the end, they always fall .. think of it, always "\n-mahamta gandhi\n#justiceforjohnnydepp https://t.co/qxdqwrctda 1 @laurabockov @zoeyzoeyo so many crimes \nwhy is the more serious one ie #murderattempt \n#29thdecember2015 not kept in @realamberheard reality check overdue payment ?\n\n#justiceforjohnnydepp \n#thankyougod #blesstararoberts he survived\n\nhappy #deppcember to his 5yr still alive happier self 1 @an_elf_pirate naturally!\n\n#twelvedaysofdeppcember\n thru #johnuary\n#2021 could be \nonly #deppcinematojustice\n#entire21jumpstreet ?\n#justiceforjohnnydepp \n#joytothemasses helps \nremenber celebrate #29thdecember 5years since #amberheards#murderattempt defeated\nthankgod & bless #t araroberts 1 naturally!\n\n#twelvedaysofdeppcember\n thru #johnuary\n#2021 could be \nonly #deppcinematojustice\n#entire21jumpstreet ?\n#justiceforjohnnydepp \n#joytothemasses helps \nremenber #celebrate #29thdecember 5years since #amberheard's #murderattempt #defeated\n#thankgod & #bless #tararoberts 1 @laurabockov @lepplady get them all\n@realamberheard's house has fallen (must have been a #roachmotel )\n\n#justiceforjohnnydepp #mentoo\n#truthmatters\n#deppcember #twelvedaysofdeppfilms\n#joyforthemasses \ncelebrate #29thdecember2015-2020 #johnnydeppsurvived \nturd'smurderattempt\n#longlivejohnnydepp hooray 1 doesn't anyone remember betty broderick? jodi arias? they all thought they'd never get caught..they are both serving life sentences for murder. what does a man have to go through before someone helps them? death? so fucking sad. #justiceforjohhnydepp \n#amberheardisanabuser 1 #justiceforjohnnydepp \nwhen a woman being is persecuted it is very difficult for her to explain the harassment!but amber seems to be talking excitedly about the murder she committed .amber in this picture more like a professional killer than a victim of domestic violence https://t.co/9wo9edjfbo 1 so for those that still think women dont inflict harm on men - 18 year old ellie wain has been found guilty of murdering her 18 year boyfriend in a fit of temper - #mentoo #timesup #amberheardisanabuser 1 #deppcember continues #twelvedays to celebrate #johnnydepp #survivied \n#abuseramberheard #murderattempt \nall good people protest @realamberheard abuser in films!\n#justiceforjohnnydepp #29thdecemeber2015~2020\n 5yrs still alive as joy returns #truthmatters\nhttps://t.co/n873zmcn50 1 @pasicrenata @realamberheard should a rapist or a murderer have a job and be successful instead of sitting in a prison cell? of course not. they will always repeat their behavior, like amber heard has several times. she is a terrible, terrible person and deserves every ounce of hate she gets. 1 treating myself to an early #deppmovienight with murder on the orient express.... yes he’s the baddie ratchet, but oh my he looks fabulous #justiceforjohnnydepp #westandwithjohnnydepp https://t.co/ej9ox4tkuy 1 @ihadhornsonce ohhhh i absolutely love the idea! corrupt politicians, murderers who got away with their sins! oh oh oh! and amber heard! she's hurting my johnny. 1 they stalked someone at a funeral, helped a domestic abuser defame her victim then nom her for ‘woman of the year’, hacked phones inc of a murdered girl, hillsborough scandal and much more.\n\nshut. murdoch. down.\n#dontbuythesun #ortimes #justiceforthe96 #justiceforjohnnydepp 1 if it was legal to murder amber heard would be 6ft in the ground <3 1 never forget that johnny depp advocated for the west memphis 3! damien echols, jason baldwin and jessie misskelley jr were 3 young teenagers who were falsely accused and convicted of murdering 3 young 8 year old boys! they spent 18 years total in prison. #justiceforjohnnydepp 1 @birdsnest777 give #noquarter #dontbuythesun \n\n#enoughisenough \n\n#stopthelies \n\n#truthmatters \n\n#justiceforjohnnydepp \n\n#merrychristmas \n#deppcember continues \nthru #johnuary \n#happy5thanniversary\n#johnnydepp survived \n\n@realamberheard 's #murderattempt \n\n#maygodbless you #tararoberts \n& all https://t.co/zf5vqawkr5 1 murder on the orient express 🎬🎞 2017 📽\n\n#johnnydepp\n#justiceforjohnnydepp https://t.co/xf7pqvojjk 1 watching murder on the orient express right now, every day’s a good day for a #deppmovienight \n\n#deppcember #justiceforjohnnydepp 1 @brooklynbatman_ @dc_connections amber heard murdered by gal gadot we all love to see it 1 @isuckatbeingag1 only monster in life\n is #amberwho ?\n#amberaheardabusedjohnnydepp daily from honeymoon battered his face to #29thdecember2015 #murderattempt stopped by #blesstararoberts \nunjustifyable #violent #abusive #lying #defective #fraud of a "wife" \n#justiceforjohnnydepp\n#truthmatters 1 @jdeppwinona90s amazing comeback from toxic abuser defective lying fraud of wife ... that could have soured anyone...\n#justiceforjohnnydepp \n5yr anniversary as tararoberts stopped amberpoop from murdering jd \n#29thdecember2015 \n#mortdacai \n#deppcember #deppmovienight continues\n#thankyoudior 1 murder on the orient express, friday @ 9.00pm on film 4 uk\n#justiceforjohnnydepp \n#supportjohnnydepp \n#johnnydeppisinnocent https://t.co/t71j7tfwer 1 @miltosyerolemou @deadline seeking attention probable suspicious spam\n\nits #deppcember tomorrow \n 5th year that #johnnydepp survived \n#amberwho 's murderattempt\n\nthank you tararoberts!\n ( which is her favorite ?) #deppmovienight \n\n#justiceforjohnnydepp \n#thankyoudior\nblessings to jd https://t.co/fwnn18qspt 1 channel 4 uk this will be coming on one day! he’s not canceled! #justiceforjohnnydepp #amberheardisanabuser #murderontheorientexpress https://t.co/hntw5z1h6d 1 @m1che11epearl i thought they were going to find a non extradition location & we all would never be burden with amberwho? again!\n\n#justiceforjohnnydepp\n#truthmatters \n#deppcember \n#thankyoudior \n#merrychristmas #sauvagedepp for all\n#29thdecember2015 5 yrs survived @realamberheard murderattempt 1 i didn't used to think it was a big deal to go see a johnny depp film - i can support women, know he gave amber heard a black eye, and *still* like murder on the orient express, right? well, no, actually. me for stylistmagazine -------> … https://t.co/fnk9yhhohs 1 @realamberheard doing talks on domestic violence is like when oj wrote a book about committing murder. #notavictim #justiceforjohnnydepp 1 @clevvertv i've watched for the first time ever - the first 3 pirates of the caribbean and taking a break from them watched murder on the orient express and now transcendence \n#deppmovienight \n#deppcember\n#justiceforjohnnydepp \n#westandforjohnnydepp \n#westandwithjohnnydepp 1 amber heard being paid 33k to talk about domestic violence is like ted bundy being paid to talk about murder 1 @realdailywire amber heard will give lessons on how get away with murder 1 "where's the line?", a lecture by amber heard about just how far you can abuse a partner and still demand sympathy as the apparent victim.\n\nsneak peak- as long as they are male, murder isn't a bridge too far. groups like justice for women in the uk will get you off. 1 @johndavisjdllm "where's the line?", a lecture by amber heard about just how far you can abuse a partner and still demand sympathy as the apparent victim.\n\nsneak peak- as long as they are male, murder isn't a bridge too far. groups like justice for women in the uk will get you off. 1 @laurasgoldman @mikethemongo @andrewhgiuliani was this the only person nominated? often people are appointed with little merit. amber heard is domestic violence rep for the united nations even after her abuses and recorded confessions of violence came to light. people get away with murder and often are rewarded. 🤦🏻♂️ 1 why is it people can accept that a woman is capable of murder, but not capable of being an abuser or lying about it? equality means accepting that men and women are equally capable of anything, the bad as well as the good. #amberheardisanabuser #justiceforjohnnydepp #johnnydepp 1 2022:\n\namber heard now payed 70,000 usd to deliver lectures on how to get away with murder after innocently murdering her last boyfriend with premeditation. https://t.co/wgvitwurii 1 now i’m watching murder on the orient express🥰\n#justiceforjohnnydepp #deppcember #westandwithjohnnydepp 1 finished “the libertine” and “murder on the orient express”\n\nwill watch “blow” and “fear and loathing in las vegas” tonight...\n\n#deppmovienight \n#deppcember \n#westandforjohnnydepp\n#justiceforjohnnydepp 1 happy #deppcember! even though i’m working, i have murder on the orient exoress playing in the background rather than my usual music. this will be followed by the ninth gate, black mass and public enemies. #justiceforjohnnydepp #deppmovienight 1 #deppmovienight \n#deppathon \n#justiceforjohnnydepp \n#westandwithjohnnydepp \n#westandforjohnnydepp \n#deppcember \nwatching jd in murder on the orient express 1 “you wish to report a murder.”\n\n“attempted murder.”\n\n“that's not so serious.”\n\n“not when you downgrade it from murder. but when you upgrade it from room service, it's quite serious.” 😂👏🏼\n\n#deppcember #deppmovienight #westandwithjohnnydepp #justiceforjohnnydepp 1 watching\nmurder on the orient express\n\n#deppcember \n#deppmovienight \n#westandforjohnnydepp \n#justiceforjohnnydepp 1 currently streaming #johnnydepp in the tourist. next up is murder on the orient express. doing my part for #deppcember ❤❤\n#justiceforjohnnydepp \n#amberheardisaliar \n#amberheardistherealabuser 1 johnny for new year on british tv.\n\ncharlie and the chocolate factory - 30 dec - itv1\nwhat's eating gilbert grape - 31 dec - sony movies\nmurder on the oe - 31 dec - film4\ninto the woods - 1 jan - bbc2\nrango - 2 jan - film 4\nfb2 - 2 jan - itv1\n\n#justiceforjohnnydepp\n#deppcember https://t.co/gbtzunzeiw 1 @positivlily it's like the attempted murderer walking free and proud while the victim is officially hassled for daring to still breath. we are the voice of reason, justice and love.\n#deppcember \n#deppmovienight \n#justiceforjohnnydepp \n#johnnydeppmovienight \n#johnnydeppisinnocent\n#deppathon 1 watching murder on the orient express and simping over daddy ratchett🖤\n\n#deppcember \n#deppmovienight \n#justiceforjohnnydepp https://t.co/huvyqkaynd 1 so today it was #deppmovienight i watched what's eating gilbert grape, murder on orionte express and chocolate 💖💖💖💖\n\n#justiceforjohnnydepp #wesupportjohnnydepp #deppcember #westandwithjohnnydepp 1 sleepy hallow\nrango\nsweeney todd\n\nhaha does it say something if sweeney todd (a movie about a murderous barber & cannibalism) is the only musical i like. 😂\n\n#deppcember \n#deppmovienight \n#westandforjohnnydepp \n#justiceforjohnnydepp 1 now watching murder on the orient express after watching the lovely edward scissor hands #justiceforjohnnydepp #deppcember #deppmovienight #deppathon 1 @sunstroke_house this media murder is #mierda!! they are blind to the truth! the hoax failed because the public can see the truth for themselves! we l😍ove #johnnydepp #justiceforjohnnydepp #edwood #deppmovienight #deppcember https://t.co/lr7miokwg4 1 anyone else want to join? 👇 #murderontheorientexpress #justiceforjohnnydepp #deppcember #deppmovienight #deppathon #boycottthestand #drownoutthestand #westandwithjohnnydepp 1 #justiceforjohnnydepp @whystherumgone_ so here's your verdict on the secret window. i am extremely glad i watched it. jd did a powerful performance down to the where he has morphed into his split maniacal side. i really, really love it. the murders were squeamish for me so i 1 #justiceforjohnnydepp i need help with this one lol its just a movie i know, and i respect her opinion, and i have my own. did grindelwald kill ? we do not see the death in this scene , but: https://t.co/skhnnuupto there is a green flash to indicate that the child was murdered 1 @aishacat5 #golddiggeramberheard \nis a defective fraud of wife\n\n#justiceforjohnnydepp \n#deppcember continues thru #29thdecember2015 ~2020 \n5th yr #johnnydepp survived @realamberheard murderattempt \n#thankgod ! bless #tararoberts \nand all #united for #justice 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('murder amber')].text.value_counts().head(60)
i will murder amber heard for breakfast 1 shocking: johnny depp wanted to murder amber heard and burn her corpse the news international - entertainment https://t.co/qvp6gugjyb johnny depp sent a text to his friend paul bettany stating, "let’s burn amber heard. ”\n\nfrom the news international - … https://t.co/x8aqlqjkx3 1 @drugproblem @ryanleone85 your side/depp’s (see how it’s done?) has been threatening to beat up and murder amber heard on social media for years. her own husband threatened to rape and murder her over his drug use! because she dared to tell the truth and shatter their captain jack fantasy/shrine. 1 was it anything like his adorable response to johnny depp’s suggestion that they murder amber heard? 1 @kaylaancrum tw: rape, death threats, necrophilia\n\noffered to help johnny depp murder amber heard and rape her dead body to make sure she was actually dead. i don't like either depp or heard but that's extremely fucked up. 1 sorry paul bettany, but no amount of wacky sitcom hijinks is going to make me forget about the fact that you wanted to brutally murder amber heard 1 if it was legal to murder amber heard would be 6ft in the ground <3 1 he's beating up people on set and talking about ways to murder amber, and people are still on this "amber heard was the real abuser!" kick. https://t.co/6yrphbzqy0 1 @thesun someone please murder amber heard 1 so paul bettany said all those horrible things, including talking to depp about how they should murder amber heard, but disney will still launch wandavision and pretend that shit was just a harmless bad joke? 1 @cultstitch @depphead_1 someone has already mentioned it under the daily mail article....\n"real fan accounts don't promote to murder amber heard" https://t.co/zce42nmjqm 1 i would like to murder amber heard 1 shocking: johnny depp wanted to murder amber heard and burn her corpse https://t.co/tbx8dwnvrm 1 shocking: johnny depp wanted to murder amber heard and burn her corpse https://t.co/syp3briuwm https://t.co/5e1v7ietgj 1 friendly reminder that paul bettany is not only an abuse apologist but an enabler. he and johnny depp texted back and forth about how depp - back in 2013 - basically wanted to murder amber heard, whether it was literally or metaphorically. he knew depp wasn't innocent. 1 when johnny depp wanted to murder amber heard, f**k her burnt corpse!\n\n#johnnydepp #amberheard #koimoi\n\nhttps://t.co/rp0jxeahmk 1 #teokanistras • https://t.co/cmbimrkpmz • johnny depp threatens to murder amber heard and "f–k her corpse" in shocking texts https://t.co/wg1yxeqvn7 1 johnny depp threatens to murder amber heard and "f--k her corpse" in shocking texts https://t.co/kqlymchfaw 1 johnny depp threatens to murder amber heard and "f–k her corpse" in shocking texts https://t.co/lgpq3kisxb https://t.co/vwz1bwpmb7 1 johnny depp threatens to murder amber heard and "f--k her corpse" in shocking texts - https://t.co/6ip0vr8wah https://t.co/5ec6eodxbo 1 johnny depp threatens to murder amber heard and "f--k her corpse" in shocking texts - https://t.co/ntpyprowbj https://t.co/1ouwbjs2as 1 post edited: johnny depp threatens to murder amber heard and "f–k her corpse" in shocking texts https://t.co/dowwqlvufs 1 johnny depp threatens to murder amber heard and "f--k her corpse" in shocking texts - https://t.co/gpsn7i0umv https://t.co/bczpguxu0x 1 johnny depp threatens to murder amber heard and "f--k her corpse" in shocking texts https://t.co/fltvn1zxna https://t.co/liez4mxbu8 1 johnny depp threatens to murder amber heard and &quot;f--k her corpse&quot; in shocking texts, https://t.co/6kdgpmxdqp 1 johnny depp threatens to murder amber heard and "f--k her corpse" in shocking texts https://t.co/cpwz6llfje https://t.co/2g352plqgl 1 can we make it legal to murder amber heard and her fans yet?? 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('you are dead')].text.value_counts().head(60)
@m1che11epearl @queenbpip been saying this from the get go. also you forgot to tell your friend that jd was drinking copious amounts of alcohol. when you do x you have to regulate your temperature and water consumption as your kidneys shutdown. 13 pills with alcohol? you are dead. #justiceforjohnnydepp 1 at this point if you read tabloids you are dead to me. #justiceforjohnnydepp 1 @todotired you are dead-on with this! i am a dv survivor & you ate absolutely correct. i thought the same thing seeing these clips - #nowayisamberheardavictim #amberheardisanabuser 1 just unfollowed someone i really like because of her terrible take about johnny. talk shit about a victim of abuse and you are dead to me #justiceforjohnnydepp #amberheardisanabuser 1 @warnerbros if you think after this past year, with the pandemic, that once i’m able to see a movie i would give my money to a movie that supports #amberheard? you are dead wrong #amberheardisanabuser #boycottaquaman2 1 @wbpictures nobody supporting anything coming from #warnerbrothers anymore after what you guys did to #johnnydepp! you are dead to me!\n#justiceforjohnnydepp https://t.co/fbjjp3ioov 1 amber heard, you are dead to me miss girl 1 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('kys')].text.value_counts().head(60)
amber heard talks feminism, manhood and hollywood. https://t.co/ham8mr0kys https://t.co/urrrctcnsl 1 @kaplanrobbie #ibelieve #amberheardisanabuser https://t.co/hkysyvafuv 1 @vikkysrosenmond @flippsnews es geht ja aber mehr darum, dass es unglaublich lächerlich ist johnny depp zu feuern, welcher, stand jetzt meines wissens, sogar unschudligerer ist, aber amber heard geschieht nichts. \namber heard feuern zu wollen ist nicht cancel culture, es ist eher die gegenbewegung dazu 1 anyone think i'm on to something here? we may be able to confirm the date of amber's tiffany shopping trip using the shape of the plant next to her.\n#justiceforjohnnydepp https://t.co/j6ddaykys4 1 a petição está chegando a 2 milhões de assinaturas\n\nremove amber heard from aquaman 2 \nhttps://t.co/0akysziesi \n\n#justiceforjohnnydepp\n#amberheardisanabuser 1 @alastortheradio @thr did you know that amber hired a private investigator? he dug into jd's past and found nothing. in this story he's not the bad guy.\n#justiceforjohnnydepp https://t.co/sx6hkysotq 1 @blueskyssun @bubblepop651 @dontlookback198 @rachelhorman you have no evidence to back up anything you're saying. if you actually believe amber, you're delusional. her "bruise" is a pimple! it's all for show!\nfor someone who is all about support for victims, you really can't see the truth if it bit you in the ass.\n#justiceforjohnnydepp 1 @blueskyssun @dontlookback198 @rachelhorman why?\n\n#justiceforjohnnydepp \n#amberheardisanabuser https://t.co/cuprqhawce 1 @chazzofsheckys well he’s probably got good health insurance, but amber heard is still pretty violent 1 @blueskyssun @dontlookback198 @rachelhorman charges were dropped by prosecutors. that does not change the fact that the assault happened. \nsome victims fail to stand up to their abusers. the cop saw the assault.\n\n#justiceforjohnnydepp \n#amberheardisanabuser https://t.co/x6fqbu2q1y 1 @blueskyssun @dontlookback198 @rachelhorman you make no sense, offer no facts. you can do a bit of reading, educate yourself. all court docs are free online, audio evidence.\n\ncourts found oj innocent, so you believe that?\n\ndo some critical thinking\n\n#justiceforjohnnydepp \n#amberheardisanabuser https://t.co/ooyixs9ge7 1 @lochs_and_glens @misueu1 @blueskyssun @dontlookback198 @rachelhorman ah so amber has fooled you. you seem to be easily manipulated, may want to stay away from cults, you would be a perfect candidate.\n\n#justiceforjohnnydepp \n#amberheardisanabuser https://t.co/rnw3lwb7ji 1 @blueskyssun @dontlookback198 @rachelhorman #metoo is sticking with known abuser amber heard.\nexplain that one!\n\nhttps://t.co/p0xmiyan2x 1 @blueskyssun @misueu1 @dontlookback198 @rachelhorman is this what you prescribe for all victims of domestic abuse?\neven though they are innocent, let's cancel them...\n\nyour reasoning is on par with justice nicol.\n\n#justiceforjohnnydepp \n#amberheardisanabuser 1 @blueskyssun @dontlookback198 @rachelhorman i'm not excusing amber heard's violence. \nshe's a narcissistic sociopath. 1 @misueu1 @blueskyssun @emilysu94630292 @dontlookback198 @rachelhorman @dior we've sent her links to all court docs and evidence.\nshe prefers to be an "uneducated amber heard #metoo drone" who does not understand the term 'critical thinking' or that men can be abused too, regardless of privilege.\n\n#justiceforjohnnydepp \n#amberheardisanabuser 1 @blueskyssun (2) seriously something wrong with you ..... here is the link https://t.co/yfhequ0xtr #justiceforjohnnydepp #johnnydeppisinnocent #amberheardisanabuser 1 @hyslopkayleigh @blueskyssun @emilysu94630292 @misueu1 @dontlookback198 @rachelhorman @dior she won't respond to anyone's questions, such as, have you read court docs? reviewed audio evidence? \nnope, she just brainlessly comments along with her group of amber heard #metoo drones.\n\nand she refers to herself as a 'domestic abuse personal safety advisor'\n\nseriously!! 1 @emilysu94630292 @hyslopkayleigh @blueskyssun @misueu1 @dontlookback198 @rachelhorman @dior you would think her attitude would be quite different considering she markets herself as a 'domestic abuse personal safety advisor'\n\njust another mindless amber heard #metoo drone.\nto think she's giving advice to people, yikes.\n\n#justiceforjohnnydepp \n#amberheardisanabuser 1 @blueskyssun @misueu1 @fmgivemetruth @dontlookback198 @rachelhorman @dior refer me to one piece of evidence that shows johnny initiated the violence between them.\ni’ll wait. \n\n#justiceforjohnnydepp \n#johnnydeppisinnocent \n#amberheardisanabuser 1 @misueu1 @blueskyssun @emilysu94630292 @dontlookback198 @rachelhorman @dior if she read any court documents she would know all of this. she won't because it will force her to admit that a woman, amber heard, representative of #metoo is an abuser, liar, drug addict who they support. https://t.co/we1w1sbffo 1 @blueskyssun @misueu1 @emilysu94630292 @dontlookback198 @rachelhorman @dior you need to educate yourself or change professions.\ncouple violence omg.\ngive me one piece of evidence/fact that johnny depp abused amber heard, because there is tons of evidence against her.\n\n#justiceforjohnnydepp \n#amberheardisanabuser 1 @blueskyssun @misueu1 @emilysu94630292 @dontlookback198 @rachelhorman @dior just one piece of evidence, just one.\nyou're so sure he's an abuser that you agree he should be dropped by @dior, so come on, we're waiting...\n\n#justiceforjohnnydepp\n#amberheardisanabuser 1 @skysportf1 e possibile fare con sky quello che è stato fatto con amber heard ? 1 dc entertainment: remove amber heard from aquaman 2 - sign the petition! https://t.co/x4bjibkys2 via @ukchange 1 update! please sign & retweet thank you 😁 dc entertainment: remove amber heard from aquaman 2 - sign the petition! https://t.co/kysv46rvye via @ukchange 1 'amber heard's savage dig at critics.' i laughed out loud at that. her tweet doesn't make sense. well in her world anyway. i can't help but laugh at how ridiculous this article is 😂🤣 #amberheardisaliar #amberheardattentionseeker #notsosavageisitlove https://t.co/kyscd6a4yq 1 johnny depp secretly records amber heard admitting she hit him https://t.co/pkysiyxyoy #news 1 this is what amber heard believe in. https://t.co/eztr4ukysj 1 "johnny depp and amber heard accuse each other of peeing and pooing all over their house"\n#stinkysituation #inothernews #celebritysarefuckedup 1 @_astro_kate @skyscript thanks, great article. also fascinating is that both johnny depp and amber heard have venus conjunct fixed star algol. johnny depp also has mercury conjuct algol. 1 procès johnny depp : amber heard livre d'étonnants détails sur le début de sa relation amoureuse avec la star https://t.co/wg1mjekitr https://t.co/cxqlymkys8 1 not looking soo smug today ? wonder why? #amberheardisanabuser #amberturd #johnnydepp #justiceforjohnny https://t.co/1dvkysrdx9 1 johnny depp is pictured arriving at a friend's home in surrey following his explosive £1 million libel trial where he faced off against ex-wife amber heard\nvia https://t.co/28g2yiku7i https://t.co/unqrcskyss 1 @spookyspicyy @supertjjr @werwolfsieger @taesfeetpics @variety don't dismiss them but don't take them at face value. amber heard and timothy heller are prime examples as to why we need to learn to wait for more proof and facts to come out before calling people rapist and abusers 1 amber heard's next vacation place💕\n#justiceforjohnnydepp https://t.co/blevkkysd8 1 🔉📺> birds of a feather. alexandra grant. amber heard etc psychic news> https://t.co/au79usloqt @okmagazine @oprah @janehillnews @christi90916305 @hollywills @skynewsisabel @skynewsnaz @tmz @antanddec @bbcnews @skysport @bgt @thesun @itvnews 1 #justiceforjohhnydepp #amberheardisanabuser is the justice for someone like johnny depp? https://t.co/nasdkfkys6 1 i want to be an artist. i don't want to be a celebrity. - amber heard. #artist #celebrity #cities #town #archilovers #graphic #city #instagood #skyscraper #beautiful #perspective #archdaily #urban #lookingup #composition #urbanandstreet #design #bw #building #abstract https://t.co/oxafewty7x 1 @dollluckys @thenamesq well considering all this started because i said johnny depp wasn’t working as much as he used to because his drinking made it hard for films to insure him, and then suddenly everyone hated me. i don’t even like amber heard. y’all need to leave me alone. 1 @stickysimba he had to resign because of the amber heard case 1 @jackysozinho @galanticsgirl tipo, o caso do goleiro bruno, uma coisa é vida pessoal, outra coisa é profissional, mas fica difícil separar as coisas. outra é a do caso da amber heard. a gente tenta separar, mas não dá, tem um limite do "aceitável" saca. 1 #warnerbros #johnnydepp #amberheardisanabuser #fantasticbeasts https://t.co/ikysrumpt6 1 @vickysparrow13 #justiceforjohnnydepp #johnnydeppisgrindelwald #johnnydeppismygrindelwald #amberheardisanabuser #amberheardisaliar \n#amberheardisoverparty \n#amberheardisawifebeater \n#amberheardyouareanabuser \n#johnnydeppisinnocent \n#shameonwarnerbros \n#wejustdontlikeyouamber 1 @wonkysmurp the audio where amber heard mocks him and admits that she hit him is public and literally no once cares. disney immediately canned him and warner bro’s. waited but they still gave into the trashy claims against him by a trashy woman. 1 johnny depp v amber heard (the sun uk) - should justice nicol have recused himself? #justiceforjohnnydepp https://t.co/3vyzf2dt5t https://t.co/ebkysygl8j 1 you can’t put on a mera wig and be amber heard! @hollandroden https://t.co/lbwvokysea 1 @blueskyssun @misueu1 @emilysu94630292 @dontlookback198 @rachelhorman @dior please do enlighten us with your evidence and facts re: violent and abusive behavior. any time, we're waiting...\n\n#justiceforjohnnydepp\n#amberheardisanabuser 1 @fmgivemetruth @blueskyssun @misueu1 @emilysu94630292 @dontlookback198 @rachelhorman @dior please sign the public letter to amber heard listed in video below from #ukdomestic survivors of abuse.\ni'm not sure how long more people can continue to support #amberheard, once all abuse survivors around the world starting adding to it. \nhttps://t.co/mly6ugcnbm 1 @misueu1 @blueskyssun @emilysu94630292 @dontlookback198 @rachelhorman @dior exactly!\nshe has nothing to backup her comments.\nso without any evidence she goes ahead and brainlessly follows her #metoo bandwagon to help cancel a victim by boycotting @dior.\ndisgusting!\n\n#justiceforjohnnydepp\n#amberheardisanabuser 1 @thegorvinskys @apwhufc @littlenashyyup hmm yes and totally unrealted to the fact that the sun and amber heard was connected to the first judge...\n\ngo look at both sides of the evidence.. amber heard is the abusers thats it 1 @thegorvinskys @veryclumsymage @littlenashyyup on literally every one of those 12 points he is just speculating and has an obviously favouritism to amber heard, he says in his ruling about her donating to charity and uses as a testimony to her character and honesty. that’s a proven lie now 1 @thegorvinskys yep the evidence is chilling because you can tell she is an abuser #amberheardisanabuser 1 @thegorvinskys @apwhufc @littlenashyyup it makes everything that amber heard says questionable and suspicious at best. 1 @thegorvinskys @veryclumsymage @littlenashyyup i think that’s very insensitive to think a women would lie about being raped who was being paid a lot by amber heard and has countless evidence to support her claims of the mental abuse she received from her for a number of years 1 @thegorvinskys @veryclumsymage @littlenashyyup i’m sorry but to say johnny depp is an actor and lies for living as an example is ridiculous. i’ve never heard anyone say that about amber heard and i bet you cannot show an example of that either. she’s a liar because she has been caught lying 1 @thegorvinskys @apwhufc @littlenashyyup oh you were also abused? me too. all of ambers evidence was disproved by jd's evidence. the judge said no. amber heard admitted to abusing him in court. the judge said "no she didnt abuse him" you should be just as outraged by the inept judges decision as we are. 1 @thegorvinskys @apwhufc @littlenashyyup and ive looked at the evidence... it all points to amber heard abusing johnny depp and him only being a victim.... please... look at the evidence 1 @thegorvinskys @apwhufc @littlenashyyup like we have been saying... anyone when looking at the evidence he also submitted can see amber turd has been lying the entire time... been providing fake evidence or not the full evidence but the judge went " i see all your evidence and the fact that amber heard admitted but no" 1 @thegorvinskys @littlenashyyup you are wrong, you’ve realised this and backtracked from@innocent victim amber to mutual abuse which you are also wrong about. johnny depp (a man) is the victim. amber heard (a woman) is the abuser. do some research 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('kill amber')].text.value_counts().head(60)
oi america, that politician who wanted to kill amber heard’s dogs is caught up in a massive scandal https://t.co/r5h3e785ch 1 fuck megan good, marry rihanna, kill amber heard 1 dear god, please kill amber heard. that’s all i ask of you🥺 1 me watching aquaman but wanting to kill amber heard https://t.co/ponu7j85vc 1 did y'all forget that johnny depp threatened to kill amber heard and rape her dead body 1 @noctrnlvalkyrie @justicesquad2 kamala has got 2 twitter accounts, fuck, my heart is racing as hell, if kamala saw this, she will send jason to kill amber heard tomorrow 1 someone should just kill amber heard at this point 1 so who’s gonna kill amber heard, i will pay you any money 1 @annevl82 fuck deppheads they are like depp. depp is indeed a monster who planned to kill amber heard 1 hey hi hello. if we're going to kill johnny depp's career, then we need to kill amber heard's as well. she is and was manipulative and abusive trash. we can't be selective in who we hold accountable. 1 i wanna kill amber heard... 1 @your_jeffa @abdoolunlimited @clan_clueless @nazylamar9 please what are you saying\nwhat came out on twitter was a 45min audio that daily mail chopped down for the most important bits because if you do hear the full 2hours 30mins version you will want to kill amber heard. the judge ignored the audio and said she was saying the truth on 1 i’ll personally kill amber heard 1 i find it kinda hard to feel bad for johnny depp dropping out of fantastic beasts when his text messages showed him saying he wanted to kill amber heard and fuck her corpse. 🤷♀️ not defending amber because she seems like a trash human. chuck em both out tbh. 1 we all know if johnny depp doesn’t win , someone is going to be out to kill amber heard , better get your armed police baby girl you’re dead! 👏🏼 \n\n#justiceforjohnnydepp 1 paul bettany planned to kill amber heard. i think @disneyplus needs to reconsider this show in the meantime i will unsubscribe to the service. 1 @ladyhaja @iandunt surely boris could find a job for the hon. barnaby joyce mp, aka the beetrooter. our former deputy pm is famous for threatening to kill amber heard's and johnny depp's dogs and having an affair with a member of his staff. as it were. #auspol https://t.co/hifawzmdmd 1 johnny depp wanted to burn, drown and kill amber heard. literally evidence to prove. drugs & alcohol. abuse towards crew members & former relationships. all self inflicted situations. why do his fans think he’s the characters he plays in the movies? 1 @traaykat @slypyinseattle @addictedtodc_ sorry, did you not read about the texts he exchanged with paul bettany on wanting to kill amber heard and rape her corpse? 1 @_sadgvrl_ i’m honestly more upset that the media isn’t even reporting on this. she contradicts herself and gets caught in lies— even calls the barrister a liar— and yet all i’m seeing is “johnny depp threatened to kill amber heard” like yeah okay 1 kiss @cheshireviolet (on the cheek o-ok????)\nkill amber heard\nmarry @bloodyxmoonz 1 @depplyhaiiows don’t want to be that person but unfortunately am :-( you actually said that you can’t wait for the day you kill amber heard in 2016! prob. in reaction to the fresh accusations. a heard supp. pointed me to the tweet. see on my tl if you like. 1 @folklorevival im going to write this in english sorry\nhe told to johnny depp that "we should (trigger warning) rape and then kill amber heard" 1 people sayign paul bettany was wrong for saying he wanted to kill amber heard nah sis free my man he hasn't done nothing wrong 1 steppenwolf kill her. kill amber heard and write her out of the next aquaman. please. 1 rooting for steppenwolf as he tries to kill amber heard 😉 1 i was really rooting for stephenwolf to kill amber heard lol 1 i can't be the only one rooting for stephenwolf to kill amber heard right? \n#justiceforjohnnydepp #snydercut 1 damn i was kinda hoping stephenwolf would kill amber heard’s character. how disappointing. 1 @realamberheard @ayaan @bariweiss well these deppheads will do anything for johnny depp. they will accuse newspapers press tv channels lawyers judges doctors. i kinda feel they will do this on and on unless they kill amber. basically these deppheads want amber heard dead.. they will pray to god to do so. 1 plus all the movies that kill amber heard’s character are good movies. that is just a proven fact. with one film in particular... https://t.co/uvjs4wuumz 1 🦂 : kill amber heard and onision first. 1 i’d kill amber heard if i could 1 can you please kill amber heard’s character in the stand already @cbs? 🙄😒 1 isn't he the man who said that would kill amber heard and rape her dead body? 1 he also said he would kill amber heard and rape her dead body, it's just insane how people chose to ignore the disgusting person he is 1 i feel like all johnny depp stans can and will kill amber heard with no warning just 🧎♂️🏌️♂️ 1 @barstoolsports with a name like kill amber heard, she should expect some threats of killing 1 oi america, that politician who wanted to kill amber heard’s dogs is caught up in a massive… https://t.co/kjiblu0y13 1 @misommar johnny depp had leaked texts describing how he wanted to kill amber heard by drowning and setting her on fire and raping her 1 @that_s_random admitting when you're wrong is a skill amber heard sorely lacks 1 i searched in google: how to kill amber heard? 1 ill kill amber heard 1 hi kill amber heard please 1 @uaintgottheansa @mr_iuares so kill amber heard too ?or this just apply to men 1 ibu said shes going to kill amber heard for hurting her baby hahaha lmfao #justiceforjohnnydepp 1 @tennobfc marry sophie turner\nfuck kate mara\nkill amber heard 1 marilyn manson looking ready to kill amber heard because same https://t.co/oq4uxa4ymn 1 yo i’ll kill amber heard right the fuck now she lied about johnny 1 feeling a little bit more proud that our deputy pm casually threatened to kill amber heard's tiny dogs.\n\na little.\nlike a 0% to 1% shift. 1 @scintillantom ryan gosling and i are going to kill amber heard 😞 1 movie review: three men want to kill amber heard in #londonfields https://t.co/cbx7ulhmup @londonfields18 @britx528 https://t.co/pbofcfwgfd 1 @sohatazz kill amber heard 1 britney amber - titty film school1\n https://t.co/iakstlkm8n \n titty sweat priya rai images britney jones free sex tape porno seksy film xxxx llll xvideo dayana kill amber heard film fuck 1 kiss, marry, kill : angelina jolie ( à l'époque de lara croft) , taylor hill ou amber heard — kill amber heard\nkiss taylor hill \nmarry angelina jolie https://t.co/5w8ionqkbr 1 @skaterscantdie johnny depp had leaked texts describing how he wanted to kill amber heard by drowning and setting her on fire and raping her 1 johnny depp threatened to kill amber heard in several text messages to his friend! also, drunk and high on flight where she said she was abused!\n\nvanity fair: johnny depp’s disturbing alleged text messages read aloud in court as libel lawsuit begins.\nhttps://t.co/iduogq6wqy 1 amber heard (mentions word kill)\nmedia- (johnny depp threatened to kill amber heard)\ntypical monday 1 johnny depp threatened to kill amber heard https://t.co/kver7ytejk https://t.co/resvdwumls 1 johnny depp trial update: depp allegedly told kill amber heard 'i'll f***king kill you and f*** your corpse'\nhttps://t.co/o0xsyzbyb2 https://t.co/wsjwvkujba 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('killamber')].text.value_counts().head(60)
#justiceforjohnnydepp \n#killamberheard https://t.co/amkmgrcqsc 1 @spookqween no one said anything about who i was? you said i haven’t spoke up bout depp but yet i literally just told you why..... that’s not the point though. the point was bout amber heard #boycottamberheard #killamberheard #amberhearddeservesdeath #amberheardneedstodie 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('kill heard')].text.value_counts().head(60)
Series([], Name: text, dtype: int64)
df_tweets[df_tweets.text.str.contains('kill her')].text.value_counts().head(60)
amber heard says she feared johnny depp would kill her, denies drug use claims https://t.co/4vxrqjpikk via @justjared 2 amber heard says johnny depp threatened to kill her https://t.co/s9lkuygek1 2 amber heard alleges she was afraid johnny depp was going to kill her https://t.co/xib1nmmkgk via @variety 1 amber heard tells court she feared depp would kill her https://t.co/1gmohktdgn 1 https://t.co/soz365wxbr amber heard tells libel trial she feared johnny depp would kill her: court hears testimony from actor’s ex-wife, who says he was abusive and violent amber heard feared she would be killed by johnny depp, who was violent and abusive when high on drink or… https://t.co/paclq1djxx 1 amber heard tells court she feared depp would kill her https://t.co/udxjpf74pd 1 amber heard alleges she was afraid johnny depp was going to kill her https://t.co/negbza5jda https://t.co/ilui4fle09 1 amber heard says she feared johnny depp would kill her: ‘i remember thinking he was going to kill me in that moment’ https://t.co/bwg2k37ten https://t.co/1febefar7e 1 amber heard tells british court she feared johnny depp would kill her https://t.co/t1ikbxajxe 1 amber heard tells libel trial she feared johnny depp would kill her https://t.co/817ev2fca1 1 amber heard tells court she feared johnny depp would kill her\nhttps://t.co/gty7c5svet https://t.co/bbwr4nm5vv 1 amber heard tells london's high court ex-husband johnny depp threatened to kill her on multiple occasions https://t.co/gcinzt9atf 1 amber heard tells court she feared depp would kill her https://t.co/rzidov85wo https://t.co/ly0emt0ryo 1 amber heard accuses johnny depp of repeatedly threatening to kill her https://t.co/mjybsjyr59 https://t.co/tlvhfjxzqx 1 amber heard says ex-husband depp threatened to kill her https://t.co/z06igznbum #johnnydepp #amberheard #courtcase https://t.co/a1tbldaiwn 1 amber heard tells court she feared depp would kill her https://t.co/6moc7a2ycw 1 amber heard tells british court she feared johnny depp would kill her\nhttps://t.co/u90y1kcycz 1 #amber #heard #alleges she was #afraid #johnny depp was #going to kill her\nhttps://t.co/5mwotzbbij https://t.co/khzpr9qk0z 1 amber heard testifies in johnny depp's case against british tabloid the news international - entertainment https://t.co/mzqykr2tyw amber heard says johnny depp threatened to kill her\n\nfrom the news international - entertainment https://t.co/8poj74pcid 1 all of amber heard's explosive allegations as she accuses johnny depp of abuse: in day 10 of johnny depp's libel case, amber heard claimed her ex husband threatened to kill her, accused her of sleeping with famous actors and told the court of a… https://t.co/bvrhr4kzbx https://t.co/jurvaif45x 1 #amberheardisanabuser says she was being sarcastic on the tapes about hitting #johnnydeppisasurvivor , but accuses him of saying he threatened to kill her. does he get to say he was being sarcastic too, or is that only #metoo women get to make that bs excuse ?? she is awful 1 amber heard tells court she feared johnny depp would kill her\n\nlondon (ap) -- amber heard has accused ex-husband johnny depp of abusing her both physically and verbally while he was allegedly bingeing on alcohol a\n\nhttps://t.co/lfepxokjcl\n\n#news https://t.co/6zt7vfrba3 1 amber heard has just accused johnny of threatening to kill her multiple times but where was this when she first accused him?? kinda seems like damage control to try and get everyone make on her side. sorry sis but no 1 #abcnews amber heard tells court ex-husband johnny depp threatened to kill her 'many times' https://t.co/xbz2ywuvam 1 amber heard tells libel trial she feared johnny depp would kill her https://t.co/4y99axppmn 1 amber heard says ex-husband depp threatened to kill her: american actress amber heard told london's high court on monday her ex-husband johnny depp had threatened to kill her many times during years of abuse, denying she had… https://t.co/csm8juvrfu 1 amber heard alleges ex-husband johnny depp threatened to kill her "many times", as she begins evidence in libel case https://t.co/n20m5fgc8u 1 amber heard has accused ex-husband johnny depp of repeatedly threatening to kill her, disfigure her face and have her raped if she wore revealing clothes.\nhttps://t.co/rqiihm2kfb 1 amber heard claims johnny depp 'threatened to kill her' on numerous occasions. https://t.co/umw52zxzmp 1 20200720: michael holden, reuters: amber heard tells court ex-husband johnny depp threatened to kill her 1 famous paintings go on show, without a canvas in sight amber heard has alleged in court that johnny depp explicitly threatened to kill her "many times" and that she was afraid of https://t.co/aacsqucniq her witness statement, she claimed bobby orr #myjla 1 actress amber heard will take to the stand again today to give evidence as part of johnny depp's libel case against the sun newspaper. yesterday ms heard said her former husband threatened to kill her multiple times - claims mr depp denies\n@virginmedianews @irelandamvmtv 1 amber heard says johnny depp threatened to kill her https://t.co/xvvczfx7pa 1 guardian media ▶ amber heard tells libel trial she feared johnny depp would kill her https://t.co/auoq4uglll 1 amber heard is due to take the stand for the second day after she told the high court yesterday that she "was scared johnny would kill her" during the course of their relationship\n\nhttps://t.co/j7jtvy13hf 1 amber heard tells a packed court she feared johhny depp would kill her https://t.co/wfbr7cwb7t #amberheard #johnnydepp #algoafm https://t.co/slcx0dmdhp 1 does anybody really care about this toxic relationship between two unattractive, vaguely talented, over-rich celebs?\namber heard tells libel trial she feared johnny depp would kill her https://t.co/mzbv1vxuw0 1 amber heard says ex-husband depp threatened to kill her 🙋 https://t.co/jakxz5uahf algo para regalar 👍 https://t.co/cjwpdfqcox 1 amber heard tells british court she feared johnny depp would kill her https://t.co/vn1nis6vrc https://t.co/osvbeelpko 1 amber heard testifies johnny depp tried to kill her, but some fans don't believe her - showbiz cheat sheet https://t.co/wy2nk4drh3 #amberheard #celebrities #celebrityscandals #johnnydepp https://t.co/xvzrlicfou 1 amber heard claims johnny depp ‘threatened to kill her many times’ and said he’d ‘carve her face up’ https://t.co/e1qopwvuhl 1 amber heard testifies johnny depp tried to kill her, but some fans don't believe her – showbiz cheat sheet https://t.co/b2akgsfokn 1 #amber heard tells court she feared #depp would kill her https://t.co/vnqijrl9iw 1 amber heard tells court johnny depp threatened to kill her many times\n\nhttps://t.co/tfxwc0pou3\n\nsent via @updayuk 1 amber heard tells london's high court ex-husband johnny depp threatened to kill her on multiple occasions https://t.co/b51mwxm0qn https://t.co/ngsjridt3i 1 amber heard tells court she feared depp would kill her https://t.co/xnbxg6yqmn https://t.co/codr2adrim 1 amber heard testifies johnny depp tried to kill her, but some fans don’t believe her https://t.co/aqgebhftxr 1 amber heard tells court she feared depp would kill her https://t.co/xu2ewhf9m5 https://t.co/oibezop6ye 1 amber heard tells british court she feared johnny depp would kill her - https://t.co/plrg70rejy https://t.co/8yfpjnsniw 1 amber heard tells court she feared johnny depp would kill her https://t.co/mo2hd6nvpf via @indianexpress 1 amber heard claimed that her ex-husband johnny depp threatened to kill her on a number of occasions. https://t.co/vsnyrcjato 1 amber heard says johnny depp threatened to kill her https://t.co/umzo70u9dj 1 amber heard gave testimony to the british high court on monday that she was afraid her ex-husband johnny depp was going to kill her https://t.co/vaevzunb9h 1 amber heard says ex husband johnny depp threatened to kill her – एम्बर हर्ड ने अदालत में दिया बयान, बोलीं- जॉनी डेप ने दी थी जान से मारने की धमकी https://t.co/2pmgyn9emc 1 @theinfamousone6 her name whilst married to johnny depp was amber heard. \nso she called her lawyer to ask if she could change her name to............amber depp? right out after\nshe claimed the guy just tried to kill her. alrighty then!!!! man this woman’s crazy is showing!! 1 every woman who has survived an abusive relationship is in no doubt of her testimony. amber heard tells libel trial she feared johnny depp would kill her https://t.co/b188zhzw9l 1 amber heard tells british court she feared johnny depp would kill her\n - https://t.co/cnstzksvc9 1 amber heard says ex-husband johnny depp threatened to kill her https://t.co/mdp3jbtxg7 https://t.co/dkogtpac5d 1 amber heard alleges she was afraid johnny depp was going to kill her https://t.co/asu2vpcfek #music #feedly 1 imagine believing amber heard when she says johnny depp threatened to kill her "many times" when she's on a tape mocking him for being a baby and running away from fights, saying the reason she doesn't feel safe in the relationship is she's worried he's gonna "split". 🤡 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('to kill ')].text.value_counts().head(60)
“ you are fucking killing me. your f**king people are trying to kill me. you've turned me into a.... \nmy boy has to go to school, my boy goes to school and has kids go 'so your f**king dad's a wifebeater'? you don't think about that amber? “ \n\n- johnny depp \n#justiceforjohnnydepp 4 amber heard tried to kill johnny depp and people still support her. amber heard tried to kill johnny depp and people still support her. amber heard tried to kill johnny depp and people still support her. amber heard tried to kill johnny depp and people still support her. 3 3 days to kill official trailer #1 (2014) - kevin costner, amber heard m... https://t.co/f4hdcgkerl via @youtube 2 amber heard says johnny depp threatened to kill her https://t.co/s9lkuygek1 2 @realamberheard i want to thank you 🙏 for your great creativity i cannot forget the role played by a genius actress amber heard the hero 🦸♀️ character mera by aguaman and vivi delay by 3 days to kill . you are creative with all the word you mean and i wish you success . 2 amber heard claims johnny depp ‘threatened to kill her many times’ and said he’d ‘carve her face up’ https://t.co/e1qopwvuhl 1 amber heard testifies johnny depp tried to kill her, but some fans don't believe her - showbiz cheat sheet https://t.co/wy2nk4drh3 #amberheard #celebrities #celebrityscandals #johnnydepp https://t.co/xvzrlicfou 1 amber heard testifies johnny depp tried to kill her, but some fans don't believe her – showbiz cheat sheet https://t.co/b2akgsfokn 1 ☑ amber heard says johnny depp 'threatened to kill me many times' #breakingnews #cnn ➡ https://t.co/mcfghc8dzm https://t.co/ggudek2jf2 1 johnny depp threatened to kill me, amber heard tells court https://t.co/0uj7stznrp 1 johnny #depp threatened to kill me, amber heard tells court https://t.co/o1qdq2vgcc https://t.co/gojza6wcji 1 #ghana: johnny depp threatened to kill me, amber heard tells court: by michael holden 17m… https://t.co/th71ovzqli 1 famous paintings go on show, without a canvas in sight amber heard has alleged in court that johnny depp explicitly threatened to kill her "many times" and that she was afraid of https://t.co/aacsqucniq her witness statement, she claimed bobby orr #myjla 1 amber heard tells london's high court ex-husband johnny depp threatened to kill her on multiple occasions https://t.co/b51mwxm0qn https://t.co/ngsjridt3i 1 amber heard says ex-husband depp threatened to kill her 🙋 https://t.co/jakxz5uahf algo para regalar 👍 https://t.co/cjwpdfqcox 1 ‘i was afraid he was going to kill me’ – amber heard. https://t.co/ompl3bxm02 1 johnny depp threatened to kill me, amber heard tells court https://t.co/hvynr8vcdg 1 johnny depp threatened to kill me, amber heard tells court https://t.co/gf2ivkfsyd 1 amber heard testifies johnny depp tried to kill her, but some fans don’t believe her https://t.co/aqgebhftxr 1 johnny depp threatened to kill me, amber heard tells court https://t.co/amazkbruuw 1 amber heard takes witness stand, claims johnny depp 'threatened to kill me many times' https://t.co/slepbhdean 1 amber heard says johnny depp threatened to kill her https://t.co/xvvczfx7pa 1 amber heard testifies she was afraid johnny depp 'was going to kill me' https://t.co/stdxsxtleu https://t.co/8srf5oqrp8 1 actress amber heard will take to the stand again today to give evidence as part of johnny depp's libel case against the sun newspaper. yesterday ms heard said her former husband threatened to kill her multiple times - claims mr depp denies\n@virginmedianews @irelandamvmtv 1 amber heard alleges johnny depp ‘threatened to kill her many times’, as she begins evidence in libel case https://t.co/dmzp3ybhyo 1 bbc news - amber heard: johnny depp 'threatened to kill me many times' https://t.co/xc6epy9x1s \nthese "fans are deluded" he is only bothered about the fact he didn't like the heading, the guy is weird always has been. but you foolish woman i hope your never in a position like it 1 amber heard has taken the stand at johnny depp's defamation trial - telling the court he threatened to kill her during a trip to australia. \n\nthe actress said she was physically and emotionally abused by her former husband. @sophie_walsh9 #9news https://t.co/hhbjqc67dj 1 bbc news - amber heard: johnny depp 'threatened to kill me many times' https://t.co/jrz1pxazc2 1 amber heard has taken the stand at johnny depp's libel trial in london, telling the court he threatened to kill her during a trip to australia. @sophie_walsh9 #9news https://t.co/gsns3cfosj 1 amber heard has taken the stand at johnny depp's libel trial in london, telling the court he threatened to kill her during a trip to australia. @sophie_walsh9 #9news https://t.co/yjxf4dyx8i 1 amber heard continues evidence in johnny depp trial after claiming actor ‘threatened to kill her’\nhttps://t.co/vfdafpjezo 1 amber heard arrives for day two of her explosive evidence against johnny depp after claiming 'monster' threatened to kill her https://t.co/me21mxvnf7 1 in court, amber heard said she was afraid johnny depp would kill her: “some incidents were so severe that i was afraid he was going to kill me, either intentionally or just by losing control and going too far" https://t.co/sc81i2voox 1 amber heard testifies she was afraid johnny depp 'was going to kill me' https://t.co/a9slfog8en https://t.co/csl3zx56sr 1 amber heard claimed that her ex-husband johnny depp threatened to kill her on a number of occasions. https://t.co/vsnyrcjato 1 amber heard says johnny depp ‘threatened to kill me many times’ https://t.co/fevcpbtfxy 1 00:51\n\nkey points: \n\nwe are now on day 11 of johnny depp's libel action against the sun's publishers, ngn\n\namber heard is giving evidence for the second day - in her witness statement she says the actor threatened to kill her\n https://t.co/r7bczq4nad 1 amber heard accuses johnny depp of repeatedly threatening to kill her https://t.co/mjybsjyr59 https://t.co/tlvhfjxzqx 1 amber heard tells london's high court ex-husband johnny depp threatened to kill her on multiple occasions https://t.co/gcinzt9atf 1 amber heard: johnny depp 'threatened to kill me many times'. #showpony #teslamodelc https://t.co/lmo2zoz6dk 1 johnny depp threatened to kill me, says amber heard https://t.co/cy2pvd7nua 1 amber heard: 'johnny depp threatened to kill me many times' https://t.co/kwifqg1fun 1 let me get this right. johnny lived with other women for several years and they testified that he treated them with respect and dignity. amber heard 2 years and the guy is a monster. bbc news - amber heard: johnny depp 'threatened to kill me many times'\nhttps://t.co/sspdha1qhf 1 amber heard says johnny depp 'threatened to kill me many times' \n\nhttps://t.co/eiwycyou6q 1 new post (amber heard: johnny depp threatened to kill me many times) has been published on gocurrent world news - https://t.co/jlzjlpj2nf https://t.co/bfzjrzfubz 1 amber heard: johnny depp threatened to kill me many times https://t.co/jlzjlq0ebp 1 amber heard: johnny depp 'threatened to kill me many times' \nhe was caught in a trap of a puffy face. \nkilling was never an option, but god forbid she goes on! \nlisten to her, she she never shuts up!\nhttps://t.co/nzbzg25txv 1 bbc - amber heard: johnny depp 'threatened to kill me many times' https://t.co/dv4vrob8fe 1 amber heard: johnny depp threatened to kill me, carve up my face & watch me get railed by a bunch of fellas! https://t.co/w9xn2cqmiq 1 amber heard says she feared johnny depp would kill her: ‘i remember thinking he was going to kill me in that moment’ https://t.co/bwg2k37ten https://t.co/1febefar7e 1 depp 'threatened to kill me,' amber heard alleges.... #edwardscissorhandsatitsbest? https://t.co/ey2pklaw9v 1 bbc news - amber heard: johnny depp 'threatened to kill me many times' https://t.co/xsvmp6kfyi thank god those two did not go for a quiet, amicable divorce. what would we have to read about? 1 amber heard alleges she was afraid johnny depp was going to kill her https://t.co/negbza5jda https://t.co/ilui4fle09 1 amber heard has accused ex-husband johnny depp of repeatedly threatening to kill her, disfigure her face and have her raped if she wore revealing clothes.\nhttps://t.co/rqiihm2kfb 1 amber heard claims johnny depp 'threatened to kill her' on numerous occasions. https://t.co/umw52zxzmp 1 20200720: michael holden, reuters: amber heard tells court ex-husband johnny depp threatened to kill her 1 amber heard tells court johnny depp threatened to kill her many times\n\nhttps://t.co/tfxwc0pou3\n\nsent via @updayuk 1 @theinfamousone6 her name whilst married to johnny depp was amber heard. \nso she called her lawyer to ask if she could change her name to............amber depp? right out after\nshe claimed the guy just tried to kill her. alrighty then!!!! man this woman’s crazy is showing!! 1 amber heard says ex husband johnny depp threatened to kill her – एम्बर हर्ड ने अदालत में दिया बयान, बोलीं- जॉनी डेप ने दी थी जान से मारने की धमकी https://t.co/2pmgyn9emc 1 amber heard gave testimony to the british high court on monday that she was afraid her ex-husband johnny depp was going to kill her https://t.co/vaevzunb9h 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('kill')].text.value_counts().head(60)
johnny depp contacted mrsa three times as a result of abuse by amber heard.\nmrsa is a serious infection in the body that antibiotics can't always help. \nmrsa can kill.\nthat said:\njohnny depp could have died because of abuse by amber heard.\n#justiceforjohnnydepp \n\npass it on. 19 “ you are fucking killing me. your f**king people are trying to kill me. you've turned me into a.... \nmy boy has to go to school, my boy goes to school and has kids go 'so your f**king dad's a wifebeater'? you don't think about that amber? “ \n\n- johnny depp \n#justiceforjohnnydepp 4 amber heard tried to kill johnny depp and people still support her. amber heard tried to kill johnny depp and people still support her. amber heard tried to kill johnny depp and people still support her. amber heard tried to kill johnny depp and people still support her. 3 @warnerbros you killed fantastic beasts #justiceforjohnnydepp 2 3 days to kill official trailer #1 (2014) - kevin costner, amber heard m... https://t.co/f4hdcgkerl via @youtube 2 amber heard says she feared johnny depp would kill her, denies drug use claims https://t.co/4vxrqjpikk via @justjared 2 amber heard says johnny depp threatened to kill her https://t.co/s9lkuygek1 2 johnny depp contacted mrsa three times as a result of abuse by amber heard.\nmrsa is a serious infection in the body that antibiotics can't always help. \nmrsa can kill.\nthat said:\njohnny depp could have died because of abuse by amber heard.\n\n#justiceforjohnnydepp \n\npass it on. 2 #biden\n\n#breakingnews #breaking_news #breaking #yemen #yone #yeonbin #haikyuu #harryandmeghan #hagiasophia #erdogan #erdoganofftwitter #erdogankillskurds #nisbar #newmusicfriday #naruto #ufo #under1kgang #ufc251 #joebidenjob #justiceforjohnnydepp #jikook \nhttps://t.co/lgoisnygcu 2 @realamberheard i want to thank you 🙏 for your great creativity i cannot forget the role played by a genius actress amber heard the hero 🦸♀️ character mera by aguaman and vivi delay by 3 days to kill . you are creative with all the word you mean and i wish you success . 2 me: wow i cant belive its almost 2018 \neverybody else: yeah its so werid i-\nme: aqua-man is coming out i get to see the great queen mera kicking ass and taking names amber heard is gonna kill me fuck 1 @carmen50 @mcjacqueline2 are you kidding me like wtf..a:he never hit her and b: she almost killed jd but there's no way he can hold up his arms for example to shield himself from her trowing punches,bottles and god knows whar else.ah is an abuser an #justiceforjohnnydepp he is innocent and a victim!!! 1 #justiceforjohnnydepp hoes really be getting away with anything dog. this is exactly why dudes just bury shit till it kills em. 1 we all know if johnny depp doesn’t win , someone is going to be out to kill amber heard , better get your armed police baby girl you’re dead! 👏🏼 \n\n#justiceforjohnnydepp 1 https://t.co/zprucoehag\n\n#izmirdepreminde \n#justiceforjohnnydepp \n#electionday \n#rcbvsdc \n#rcbvsdc \n#firstdates \n#respectblackpink \n#shakilla \n#justiceforjohnnydepp \n#مقاطعه_شاهد_mbc 1 v o t e 😊🙏\nhttps://t.co/dkpn48ixds #izmirdepreminde #เจ้าคุณพระ #justiceforjohnnydepp #rcbvsdc #球場で撮った野球じゃない写真選手権 #armyselcaday #cybermonday2020 #ต้องช่วยเอาความจริงออกมา #election2020 #arsd #shakilla #芸歴62年チーム #marktuan #asuu #umudumuzvar 1 #camisadosaopaulo #triboneira200k #marktuan #justiceforjohnnydepp #curated_by_bts #bts_be #hbdtominhyuk #izmirdepreminde #electionday #diadelosmuertos #johnnydepp #kizilay #diademuertos #shakilla #oelduermeyenallah https://t.co/0k8i0v3hb8 1 #hero healthy eating restores order\n#films #shortfilms #animefilms #fighters #grubsterscomic mystic broccoli is a skilled fighter.... he will make a friendship with adhara aka dragon fruit in v1 original characters and storyline #justiceforjohnnydepp https://t.co/rdjghdgezr 1 #justiceforjohnnydepp\n#electionday\n#firstdates\n#مقاطعه_المنتجات_الفرنسيه6\n#shakilla\n#lldl\n#marktuan\n#uselections2020\n\nhttps://t.co/ayyvgngxbd 1 #election2020 #happybirthdayshahrukhkhan #trump #مقاطعه_المنتجات_الفرنسيه6 #trump #justiceforjohnnydepp #happybirthdaysrk #fatal_love #shakilla #uselections2020 #amas #dcvrcb #biharrejectsmodi #iplseason13 #حماده_ننوس_المستشار #ترامب #پاکستان_زندہ_باد 1 main yang jauh pake helm #justiceforjohnnydepp #blackpinklightupthesky #twicedeservesrespect #armyselcaday #lockdown2uk #asuu #arsd #shakilla #electionday #elecciones2020 #curated_by_bts #teenserang https://t.co/zljo1wy1kv https://t.co/zybikrdpyf 1 halo bund. #teenserang #justiceforjohnnydepp #blackpinklightupthesky #twicedeservesrespect #armyselcaday #lockdown2uk #asuu #arsd #shakilla #electionday #elecciones2020 #curated_by_bts https://t.co/koqbnfgwde https://t.co/u5tlixlwef 1 #kabuluniversityattack\n#justiceforjohnnydepp\n#shakilla\n#arsd\n#armyselcaday\nhttps://t.co/kg9x4slnw2 1 #justiceforjohnnydepp\n#electionday\n#rcbvsdc\n#firstdates\n#respectblackpink\n#shakilla\n#marktuan\n#curated_by_bts\n\nhttps://t.co/o4kfwzfyoc 1 on december 18, 2015, 3 days after amber heard attacked johnny depp, he texted his friend about how he feared amber heard was gonna kill him one day #justiceforjohnnydepp https://t.co/9hp8nap0xs 1 so amber heard fans are telling johnny depp fans to kill themselves.\nif any of you see a amber heard fan do this anywhere on the internet, report it. twitter, tumbler, facebook, whatever. let her *fans* know this is not okay!\n#amberheardisanabuser \n#justiceforjohnnydepp 1 with this whole johnny depp vs amber heard thing makes me think even more that your only way for justice or safety, just kill your fucking abuser. 🤷🏼♀️ they like to victimize monsters anyways. might as well give them the chance to write a heartfelt eulogy. 1 amber heard admitted herself that she nearly killed johnny depp, but justice nicol of the u.k. high court has decided that she is a victim of abuse because she said so. \n\nwhat happened to the law? justice nicol does not deserve to practice that which he does not understand. 1 #johnnydepp is assaulted 10 times in 1 day, but the judge "considered it would be unfair for [amber] and the defendants to [withhold these texts] against them." what if #johnnydepp had been killed?\n\n#justiceforjohnnydepp 1 say it with me: johnny 👏🏻 depp 👏🏻 is 👏🏻 a 👏🏻 victim 👏🏻 of 👏🏻 domestic 👏🏻 abuse 👏🏻 which 👏🏻 nearly 👏🏻 killed 👏🏻 him 👏🏻 #justiceforjohnnydepp 1 #justiceforjohnnydepp #womenforbidenharris #shakilla #watchshambalamawe #bbi https://t.co/apa7numghp 1 @pwcdeez @ughtumn @ryanrodgersyo and what was #johnnydepp's crime? to have inadvertently married an abusive madwoman who almost killed him several times and while being a mythomaniac?\n\n#justiceforjohnnydepp 1 @debwesterman it was so tragic 😞 literally the tabloid newspapers killed her, it shouldn’t legal the lies & hurt they cause. amber heard even stole her assistant’s rape story & try to make it her own its so fucked up the more you hear. but i love how no matter what people know jd is innocent 1 haha bisa aja #bantenvidgram #justiceforjohnnydepp #blackpinklightupthesky #twicedeservesrespect #armyselcaday #lockdown2uk #asuu #arsd #shakilla #electionday #elecciones2020 #curated_by_bts https://t.co/dbnvfrcwfo https://t.co/hf5f7dbxpt 1 @skynewsadele few years down the line when amber heard is found at a crime scene crying hysterically, judge nicol is gonna be interviewed and asked if he regrets his judgement at all... he’ll double down. even after amber heard kills someone. what a legacy that’ll be. 1 so according to the justice nicol, i can kill a man, then i can confess it to someone on an audio recording, got caught with the murder weapon and have witnesses that saw me killing the person, but if i deny it on the stand i am good to go right? #justiceforjohnnydepp 1 @nickwallis if and when amber heard kills someone, this judge will doubledown and feel no empathy for the victim. mark my words.\n\namber heard has yellow crime scene tape in her future. everyone can see, she’s totally out of control and needs a wake up call before someone gets seriously hurt. 1 @pwcdeez @syakilla_78 @ughtumn @ryanrodgersyo chris, mate, the problem here is you dont even understand how abuse works. there is no such thing as mutual abuse. abuse is not the hitting. anyone can hit when angry. abuser is someone who enjoys hitting, and does everything they can to start fights. in this case, amber heard. 1 god all this #johnnydep, it is killing me how so much turn against because of a verdict. of course she going say what she can in court due all the evidence against her. i hate seeing it over all atm. i hope appeal works #justiceforjohnnydepp 1 yu ayang jalan-jalan #bantenvidgram #justiceforjohnnydepp #blackpinklightupthesky #twicedeservesrespect #armyselcaday #lockdown2uk #asuu #arsd #shakilla #electionday #elecciones2020 #curated_by_bts https://t.co/hzsszufqfr https://t.co/5ydd8tlfv0 1 #justiceforjohnnydepp #fatal_love #hikiddwaya #arsd\n#bushiri #lockdown2uk #shakilla #awardwinningerica #arewatwitter #happybirthdayshahrukhkhan #rahamasadau #election2020\n#electionday\n\nhttps://t.co/phudye3rra 1 https://t.co/1yfif49ro1\n\n#justiceforjohnnydepp #ቻンቻン振り回してる人と繋がりたい #เจ้าคุณพระ #ม็อบ2พฤศจิกา #izmirdepreminde #armyselcaday #lockdown2uk #shakilla #bushiri #asuu #electionday #happybirthdayshahrukhkhan #arsd #indonepalbond #hikiddwaya https://t.co/dgqbfkkzdc 1 #เจ้าคุณพระ \n#justiceforjohnnydepp \n#ม็อบ2พฤศจิกา \n#shakilla \n#الانتخابات_الاميركية \n#البقر_يلعبون_بعقول_البشر \n#happybirthdaysrk \n#lockdown2uk \n#مقاطعه_المنتجات_الفرنسيه6 \n#happybirthdayshahrukhkhan \n#electionday \n#armyselcaday \n#election2020 \n#حماده_ننوس_المستشار https://t.co/bvn11f7oea 1 #fatal_love #elecciones2020 #amas #cybermonday2020 #justiceforjohnnydepp #shakilla #habraconsecuencias #armyselcaday #happybirthdaysrk #lockdown2uk #election2020 #leogate #asuu #happybirthdayshahrukhkhan #달려온15주년_손잡고걸을까 #halloween2020 #ochifuru https://t.co/mljid3utor 1 #เจ้าคุณพระ \n#justiceforjohnnydepp \n#ม็อบ2พฤศจิกา \n#shakilla \n#الانتخابات_الاميركية \n#البقر_يلعبون_بعقول_البشر \n#happybirthdaysrk \n#lockdown2uk \n#مقاطعه_المنتجات_الفرنسيه6 \n#happybirthdayshahrukhkhan \n#electionday \n#armyselcaday \n#election2020 \n#حماده_ننوس_المستشار https://t.co/t7c31o6auy 1 #เจ้าคุณพระ \n#justiceforjohnnydepp \n#ม็อบ2พฤศจิกา \n#shakilla \n#الانتخابات_الاميركية \n#البقر_يلعبون_بعقول_البشر \n#happybirthdaysrk \n#lockdown2uk \n#مقاطعه_المنتجات_الفرنسيه6 \n#happybirthdayshahrukhkhan \n#electionday \n#armyselcaday \n#election2020 \n#حماده_ننوس_المستشار https://t.co/9zsl0mtqtn 1 #เจ้าคุณพระ \n#justiceforjohnnydepp \n#ม็อบ2พฤศจิกา \n#shakilla \n#الانتخابات_الاميركية \n#البقر_يلعبون_بعقول_البشر \n#happybirthdaysrk \n#lockdown2uk \n#مقاطعه_المنتجات_الفرنسيه6 \n#happybirthdayshahrukhkhan \n#electionday \n#armyselcaday \n#election2020 \n#حماده_ننوس_المستشار https://t.co/0let4wdv25 1 #เจ้าคุณพระ \n#justiceforjohnnydepp \n#ม็อบ2พฤศจิกา \n#shakilla \n#الانتخابات_الاميركية \n#البقر_يلعبون_بعقول_البشر \n#happybirthdaysrk \n#lockdown2uk \n#مقاطعه_المنتجات_الفرنسيه6 \n#happybirthdayshahrukhkhan \n#electionday \n#armyselcaday \n#election2020 \n#حماده_ننوس_المستشار https://t.co/vlcmjsmbk4 1 #เจ้าคุณพระ \n#justiceforjohnnydepp \n#ม็อบ2พฤศจิกา \n#shakilla \n#الانتخابات_الاميركية \n#البقر_يلعبون_بعقول_البشر \n#happybirthdaysrk \n#lockdown2uk \n#مقاطعه_المنتجات_الفرنسيه6 \n#happybirthdayshahrukhkhan \n#electionday \n#armyselcaday \n#election2020 \n#حماده_ننوس_المستشار https://t.co/y1pmjkrmln 1 #fatal_love #elecciones2020 #amas #cybermonday2020 #justiceforjohnnydepp #shakilla #habraconsecuencias #armyselcaday #happybirthdaysrk #lockdown2uk #election2020 #leogate #asuu #happybirthdayshahrukhkhan #달려온15주년_손잡고걸을까 #halloween2020 #ochifuru https://t.co/mpsy5fwqfs 1 #justiceforjohnnydepp #fatal_love #hikiddwaya #arsd\n#bushiri #lockdown2uk #shakilla #awardwinningerica #arewatwitter #happybirthdayshahrukhkhan #rahamasadau #election2020\n#electionday\n\nhttps://t.co/fq8ochlxo7 1 do you want to create profitable daily bitcoin mining bot,crypto trading bot,mining app kindly click on the link below\nhttps://t.co/vrkzy6zhhf\n#aec2020 #shakilla #shegosaybyduos #djneptunexjoeboyxlaycon #dcvrcb #fatal_love #hikiddwaya #justiceforjohnnydepp #johnnydepp https://t.co/bx3a4qvn0d 1 #fatal_love #elecciones2020 #amas #cybermonday2020 #justiceforjohnnydepp #shakilla #habraconsecuencias #armyselcaday #happybirthdaysrk #lockdown2uk #election2020 #leogate #asuu #happybirthdayshahrukhkhan #달려온15주년_손잡고걸을까 #halloween2020 #ochifuru https://t.co/hc8su48rpv 1 https://t.co/cah4lcwisl #เจ้าคุณพระ #ቻンቻン振り回してる人と繋がりたい #izmirdepreminde #justiceforjohnnydepp #shakilla #voteresponsibly #happybirthdaysrk #lockdown2uk 1 whitney heard tons jennifer howell that it was amber who attacked and that she thought amber was "going to kill johnny". again amber is the abusive one and was the aggressor. she lied about what happened again. howell is close to whitney. \n\n#justiceforjohnnydepp https://t.co/jsy0ckqngl 1 #rollyph #shakilla #justiceforjohnnydepp #ม็อบ2พฤศจิกา #voteresponsibly #happybirthdaysrk #electionday #armyselcaday @lalasarsathari @vishnoisalil https://t.co/ca9heydnos 1 jugde be like #amberheardisaliar lied and exagerated the injuries that was actually so insignificant that they could be covered with makeup to leave no trace, but she was scared that those injuries will kill her \nwhaaaat????\ni don't know if i should laugh or cry https://t.co/hdjupeuqrk 1 #เจ้าคุณพระ \n#justiceforjohnnydepp \n#ม็อบ2พฤศจิกา \n#shakilla \n#الانتخابات_الاميركية \n#البقر_يلعبون_بعقول_البشر \n#happybirthdaysrk \n#lockdown2uk \n#مقاطعه_المنتجات_الفرنسيه6 \n#happybirthdayshahrukhkhan \n#electionday \n#armyselcaday \n#election2020 \n#حماده_ننوس_المستشار https://t.co/7kqbh8v0rr 1 #เจ้าคุณพระ \n#justiceforjohnnydepp \n#ม็อบ2พฤศจิกา \n#shakilla \n#الانتخابات_الاميركية \n#البقر_يلعبون_بعقول_البشر \n#happybirthdaysrk \n#lockdown2uk \n#مقاطعه_المنتجات_الفرنسيه6 \n#happybirthdayshahrukhkhan \n#electionday \n#armyselcaday \n#election2020 \n#حماده_ننوس_المستشار https://t.co/1wupanadib 1 #ቻンቻン振り回してる人と繋がりたい #justiceforjohnnydepp #shakilla #ม็อบ2พฤศจิกา #shakilla #ม็อบ2พฤศจิกา #voteresponsibly #happybirthdaysrk #lockdown2uk #covid19 #coronavirus #iplseason13 @lalasarsathari @vishnoisalil @srbachchan https://t.co/5eo8jjxboe 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('kill you')].text.value_counts().head(60)
@jvfriedman as they always are. but like my sister said this morning: kill your darlings. hold these assholes responsible. our adoration is not a get out of jail free card for being a monster. we saw this with johnny depp. we can't let chloe become amber heard. 1 sweeney todd is a psychopath who can explode anytime unpredictable. he’s full of anger. you never know will he kill you or not. not my fave character cos i always scared to see him but that’s proving johnny is amazing in portraying this character #johnnydepp #justiceforjohnnydepp https://t.co/zciq7bcic3 1 @zacksnyder you trying to kill your movie by bringing back amber heard? 1 @fabricationsmm @realamberheard not just the materials involved, it's the skill you add to those materials and experiece that adds value. you, you add the value and you are not cheap, like the tarts who scoffed your prices. hold your head high and fight for justice, because this is shameful #amberheardisaliar 1 happened to me!! the abuse breaks you but the aftermath of continuous mental torture inflicted and lies spread can kill you - that's why we're called survivors!!!..\n\n#icanrelate #ihearyoujohnnydepp #justiceforjohnnydepp #abusehasnogender 1 with this whole johnny depp vs amber heard thing makes me think even more that your only way for justice or safety, just kill your fucking abuser. 🤷🏼♀️ they like to victimize monsters anyways. might as well give them the chance to write a heartfelt eulogy. 1 why don’t you have a day off dan from being a prized prick. must kill you seeing all the support for jd. #justiceforjohnnydepp 1 @realamberheard lies run sprins, the truth run marathons.\nand you need go to jail cuz you are a psychopath. but karma exists and the justice is big and it will kill you #justiceforjohnnydepp 1 @wbpictures the main reason why disney and marvel always kill you in tickets ! bad decisions! #jusicefordepp thr one that must be fired is #amberheardisanabuser ! #wewantdeppback on fantastic beast ! 1 @wbpictures the main reason why disney and marvel always kill you in tickets ! bad decisions! #jusicefordepp the one that must be fired is #amberheardisanabuser ! #wewantdeppback on fantastic beast ! 1 @m_ntauk retweet one more amber heard tweet i’ll kill you 1 just a little reminder that kathy lette, one of 'ambers angels' actually writes books like 'husband replacement therapy' and 'how to kill your husband' and there are people who find that funny. #amberheardisaliar #amberheardisanabuser #fakefeminism #fakeequality #metoo #mentoo https://t.co/0qwwqh6bwl 1 amber heard new book : "abuse for dummies, how to get away with millions & never fret if u follow the instructions you too will extort money from anyone, with an intro from io & her bf writer of how to kill your husband, kathy lette 1 @thenamesq meet amber heard - a narcissist who will kill you to get what she wants. 1 imagine justifying the fact amber heard lied about donating the millions she promised to sick kids. now imagine justifying michael scott in scott's tots. same thing. only, instead of pc batteries, amber heard would poop on your desk, almost kill you and call you an abuser 1 @michellegadler what doesn't kill you makes you stronger.\n\nthank god johnny depp got away from amber heard alive!\n\n#amberheardistherealabuser\n#amberheardisaliar\n#johnnydeppisinnocent \n#justiceforjohnnydepp 1 turd posses all the characteristics of a guilty person, do not excuse her deceitful behavior! johnny depp is bloody innocent! ...they say the truth will come out eventually... and it has. what doesn't kill you makes you stronger johnny, we stand with you. #justiceforjohnnydepp 1 @gonzovice amber heard & johnny depp i believe is who he is referring to..... \n\nthey did meet filming his movie.... you don't fuck around when you're dealing with this guy's movie\n\nno no no it's fine, yeah you want that don't you, it's not like she'll kill you or anything https://t.co/yhkfcea6vw 1 @neverthatrobin2 i will never try to kill you!\nand i am a male.\n\nbelieve me, i understand #justiceforjohnnydepp better than most. i was married to a texas psychopath too! 1 8/8 admitting reality won’t kill you. you can still hate amber heard too. just stop making excuses for him being edward slappyhands. \n\nit’s desperate and it’s abusive. 1 my ★★★ review of zack snyder's justice league on @letterboxd: https://t.co/z9z1wixgft\n\nlowered a half star for the epilogue. amber heard is an asshole, and batman saying “believe me i will fucking kill you” ain’t for me. 1 @justiceforambe1 @amber010103 @ddq_33 that johnny once throw the phone on couch, this that you try to kill yourself over it refer to that! why can you believe that amber heard is lying about everything to gain money? 1 imagine a man 2x your size. he’s controlling. a “monster.” he’s hurt you. you’re scared he’s going to kill you.\n\nwould you...\n\ncall him a coward, a fucking baby, a fat old man?\n\nhit/haymaker/slog/ him?\n\nstart fights with him?\n\nkick him out of his bedroom?\n\n#justiceforjohnnydepp 1 for every julia roberts trembling in the corner theres an amber heard trying to kill you and blame you for it, to keep it 50/50. 1 @aak1880 @thevoic02167012 @realamberheard the arrogance to humble yourself. you and amber heard are unbelievable. not an apology for taking a photo with someone praying in prostration in background. wearing inappropriate clothing with no bra showing nipples. an apology does not kill you. will get more kudos. 1 @skynews @bethanyminelle would it kill you to report everything and not just those that are biased towards #amberturd? why so many missing pieces? you know there's a transcript released everytime, which gives away your glaring bias. 💩💩 🤡 🤡 🤡 #amberheardisanabuser #justiceforjohnnydepp #scamberheard 1 this chris hardwick situation feels like johnny depp all over again. we cannot let chloe become amber heard. kill your darlings, boys and girls. our adoration is not a get out of jail free card. 1 everything and amber heard behavior is sociopathic it’s all about her. even listening to the audio tapes you almost kill your husband and you don’t call 911 or an ambulance or show any sign of concerned for him you just talk about yourself and the consequences that your facing 1 wow!!! \n\nthis johnny depp and amber heard situation is so gory. \n\nwhat's wrong with her? \n\nshe can kill you in your sleep 1 "if jd was abused why'd he stay quiet for 3 years?" i was abused for 10 years and all of those years i was afraid to say anything in fear for my life. the abuser tears you down to the point that you fear that if you speak out they will kill you. #amberheardisanabuser #johnnydepp 1 "amber heard has shared a mountain of previously unseen evidence against johnny depp"\n\namber heard's clumps of hair, the hole in her scalp and broken bed frame after a fight in which johnny depp said 'i'll f***king kill you'\nhttps://t.co/vayq9k21nb via @mailonline 1 "amber heard claims that depp dragged her by the hair and threw her on the marital bed, where he beat her and beat her and at one point declared: 'i’ll f***ing kill you, you hear me?' \nheard was left with a hole in her scalp after being repeatedly punched in the back of the head" https://t.co/nduqavnv3y 1 i just want to point out to the people who don’t think mrsa aka the thing johnny contracted from ambers violence. mrsa is a super bug, it can kill you. it is also a symptom of stage 3-4 cancer. and it can become so incurable, where no medicine can help it. amber heard caused that 1 kiss : angelina jolie\nf : amber heard\nmarry : scarjo obviously because she is angel\nkill : im sorry killer frost i have to kill you lol 1 it's been. two. fucking. years since i uploaded this video. the amount of abuse i received in the comments, the copious amounts of "kill yourself" messages i got, all because i have actually witnessed a woman do to my dad what amber heard did to johnny depp... (1) https://t.co/g9kkjrynd2 1 honestly if i see amber heard on aquaman, i'd smile. the franchise is a stupid one to begin with, so yes kill its dreams by starring an abuser, so we can kill your profits by not seeing it.\n\ni beg you!!! fucking assholes! 1 amber heard will put her hands on johnny depp only because the man understands not to hit a woman not because he can't physically wreck her if he wants to.\n\nabusive females may kill you if you stay a gentleman for too long! 1 #justiceforjohnnydepp\n\nif she punches and kicks you in the head and balls, chokes and threatens to kill you, then you break up with her, and she keeps blaming you and calling you a sociopath — you're not alone, and you deserve support\n\ntoday marks 3 years since i met my own amber 1 @elonmusk\nthis guy is revealing who he is more and more. inhumane. no character. a liar #staysafe\n#wearmasks don't let the rich kill you for money, and lie to you, telling you it's for you, not them! \n#frontlineworkers #justiceforjohnnydepp\n#boycotttesla\n\nhttps://t.co/3vzdzlpxb6 1 amber heard says johnny depp ‘screamed i’m going to f***ing kill you and f*** your corpse’\n https://t.co/8nhb1w4mnx 1 amber heard stans be like " guys please leave amber alone you guys are literally harrasing her go and kill yourselves i hope you all burn in hell with johnny depp who will die before reaching 60 why is he still breathing anyways even we are being harrased🥺🥺" 1 @nuancebro amber heard is like covid. she seems asymptomatic but she will kill you. 1 amber heard describes moment johnny depp throttled her and said "i'm going to f****** kill you and i'll f*** your corpse"\nhttps://t.co/ppx47nvwet 1 amber heard describes moment she 'feared she would die when johnny depp throttled her and said "i'm going to f****** kill you and i'll f*** your corpse" as she claims she was powerless in their marriage \nvia https://t.co/0frotiti89 https://t.co/3rtrcothg1 1 amber heard describes moment she 'feared she would die when johnny depp throttled her and said 'i'm going to f****** kill you and i'll f*** your corpse' as she claims she was powerless in their marriage\n\n https://t.co/aonspbumhi via @mailonline 1 amber heard feared she would perish in an attack by johnny depp where he allegedly compressed her neck and told her: 'i'm going to f**king kill you and i'll f**k your corpse'. 1 amber heard claims johnny depp told her 'i'm going to kill you and f*** your corpse'\nhttps://t.co/pa736jypsb 1 amber heard said johnny depp throttled her and said, "i'm going to fucking kill you and fuck your corpse"\n\nthe bastard's been nicking my chat up lines again 1 amber heard describes moment she 'feared she would die when johnny depp throttled her and said 'i'm going to f****** kill you and i'll f*** your corpse' as she claims she was powerless in their marriage\nvia https://t.co/s6gpmd5wu0 https://t.co/l7b0ezg8xi 1 johnny depp trial update: depp allegedly told kill amber heard 'i'll f***king kill you and f*** your corpse'\nhttps://t.co/o0xsyzbyb2 https://t.co/wsjwvkujba 1 now let me let you in on a little secret, the jedi actually kill younglings, i killed them to blend in and also the jedi believe that amber heard did nothing wrong.\n\nnow do you want to join them or us 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('kill that')].text.value_counts().head(60)
amber heard is cancelled. i hope aquaman 2 will take her out from the film. kill that princess mera (although i love her so much 😭) but that abuser is damn cancelled. 1 captain jack sparrow abused by his wife?? what the f*ck???!!!! kill that bitch!!! #justiceforjohnnydepp 1 @strikeforcekid @nypost if i had my finger mutilated, contracting a decease 3 times burnt cigars on my face and more i would've already kill that twat. #justiceforjohnnydepp #amberheardiscancelled #amberheardisaliar #recastmera #aquaman2 1 @discussingfilm i would love to watch the stand, but i will probably get so triggered the minute the abuser amber heard shows up with her mediocre acting skill that it isn't worth watching it. https://t.co/cna7wfh5fs 1 the stand is the shit, i loved the old series im so glad they gave it a reboot. perfect for where the world is rn. only thing that sucks is amber heard is in it, hope they kill that cunt off quick. 1 need to kill that horrible metoo movement thats become a joke! or more rich men will soon have no more career. makes abuse survivors look bad. because celebrities are hijacking it for their own agendas. amber heard! is an example! among others. 🤢 1 the fact that amber heard is going to be in aquaman2 is going to kill that movie. warner bros. is a literal cancer to the dc brand. i love dc with all my heart, but warner bros. needs to listen to the fans in order to actually make something worth the fans time. 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('kill this')].text.value_counts().head(60)
can someone kill this bitch, amber heard? 1 to anyone who posted a video, wrote an article, or intentionally went to kill this mans career: you need to publicly apologize now. women can be abusers too and if y’all want equality you need to stick up for the men who have been victims too. #justiceforjohnnydepp 1 i wanna kill this amber heard bitch. protect johnny depp at all cost 1 @roarquette you haven't exaggerated before? not one single 'i could fucking kill this person' without meaning it? if you won't listen to the audio, or forgot, here you go. it's not long, i'm sure you can spare a minute. this is the actual abuse. not words. actions. #justiceforjohnnydepp https://t.co/pfg9v2fqa6 1 @eno_andrea @kenyankisii @mtracey people fought for freedom and for democracy and for the benefit of being innocent till proven guilty. we should not kill this because some men were pigs. we saw this many times. r kelly, sia argento, jussie smollett, amber heard and the list goes on... 1 what sought of lying ass trick is this???? amber heard has proven that she’s willing to do anything to kill this man. 1 @2dieformovie @thenamesq johnny depp was a means to an end for her. a weakened dead man walking to squeeze until milked dry. amber heard was going to kill this fucking guy. 1 @_winter_warlock fuck amber heard! amber heard! amber heard ! i said three time ! come on amber! stake me and kill this vampire! this is a democracy and no one can curtail the right to express herself freely, and you are not the queen of sheba!! 1 fuck amber heard! amber heard! amber heard ! i said three time ! come on amber! stake me and kill this vampire! this is a democracy and no one can curtail the right to express herself freely, and you are not the queen of sheba!! 1 #justiceforjohnnydepp\n\nbloody hell are they trying to kill this man. 1 oh? and the rape face shit? \n\nhe didn't agree to it, in fact he responded with " " which meant he was in character. so buzz off and kill this shit already. \n\ngo terrorize amber heard, she deserves to be booted off of here. 1 @alphacat #amberheardisafraud #amberheardisanabuser #justiceforohnnydepp its her team working overtime trying to kill this poor man 1 @jenijealousy @thr exactly hun>> thats her pr team working overtime trying to kill this poor man>> so messed up #justiceforjohnnydepp 1 so twitter laid out an effective argument crushing amber heard, only they now tell the court\n\nif the court will say its not a 1st amendment violation, twitter will give users 14 days to kill this. \n\nwe can crowdfund a lawyer to kill it. \n\nand heard should know they'll get sued. https://t.co/lwywjxjggo 1 @laurabockov @perkinscoiellp i'll add this:\n\ntwitter crushed amber heard's argument, which would be a grounds for ending this\n\ni am/know very effective crowdfunders.\nif ppl need a lawyer crowdfunded to kill this, cool.\n\nit would take one person listed standing up w/ a "f no!" \nthat kills the "bot" argument. 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('go kill ')].text.value_counts().head(60)
amber heard!! u monster!!!! do us a favor and go kill yoself!! where did u get that audicity earning a job in hollywood after claiming to be a victim of violence? mamatay kanang animal ka!!!! \n#justiceforjohnnydeep #amberheardisaliar #amberheardabusedjohnnydepp 1 @gellertdepp amber heard doesn't care how many people has told her to go kill herself; she only cares about what people think of her only in the sense of what it can do for her or how it can fulfill her own greedy needs. 1 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('diecunt')].text.value_counts().head(60)
Series([], Name: text, dtype: int64)
df_tweets[df_tweets.text.str.contains('burned to death')].text.value_counts().head(60)
cage plays a new orleans p.d. lieutenant who attempts to save the son of the devil and his ship is sunk and his crew is terrorized by sharks. in the end, he stung by bees and burned to death. amber heard costars. 1 cage plays an lapd lieutenant who tries to defeat a former bank heist accomplice and takes down the mob. in the end, he stung by bees and burned to death. amber heard costars. 1 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('die heard')].text.value_counts().head(60)
amber heard hat ballettuntericht am 6.april, aber ihre füsse wurden im märz durch glas völlig zerschnitten. nun, das ist nur eine der verschiedenen geschichten, die heard vom märz in australien erzählt. 1 amber heard hat den schlafenden johnny depp fotografiert, das bild dem gericht vorgelegt und viele solcher photos an die medien verkauft. die heard, die öffentlich darüber schimpft, das bilder von berühmtheiten ohne ihre erlaubnis in den medien erscheinen. heuchlerin 1 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('die amber')].text.value_counts().head(60)
@coramelodie amber heard: “tell the world, johnny, tell them, johnny depp, i, a man, i'm a victim too of domestic violence. and see how many people believe or side with you." 2 @cwroehl die amber heard kam elon teurer als die model 3 produktion 1 @coramelodie amber heard is making everything to stop the trial.... she doesnt want it 1 @keyserreal @petite_blondie amber heard mahkemeye hiç çıkmadı, sadece geçici uzaklaştırma talebi yaptı ki bunun için bir delil göstermesi gerekmiyor. sonra iddiayı geri çekti, boşandı ve anlaşmasız evlendiği için evli olduğu dönemdeki kazancın yarısını (7 mio usd) aldı. herkes iddiaları hatırlıyor sadece.. 1 @batmanronit @coramelodie amber heard is lucky to have any fans. 1 echt die amber heard is echt helemaal gek. 1 jongens, wat heb ik mij vergist in die amber heard. ik had het moeten weten toen ik dat ene clipje van haar zag tijdens een filmpremière waarbij ze haar moeder afsnauwde. \n😬 https://t.co/dyed9448bo 1 @jurbalhuizen die amber heard is een draak. 1 @lacunza12341 @digitalddaniels @theinfamousone6 @lightrey @newmanator84 @coramelodie amber heard supporters are truly scary. they remind me of the psycho apocalyptic lady in the mist. always ready to spew wild lies and point fingers at anyone that shows them the truth. https://t.co/s8thgjx0cj 1 @mamaschreibt @thorstenvansel1 @mama_arbeitet @bmfsfj "gewaltbetroffene mutter schreibt mir, ihr sohn soll ins wechselmodell gezwungen werden"\n\nauch die amber heard war "gewaltbetroffen"! die arme: https://t.co/eso5fyic6u\n\nsie nehmen für bare münze eine aussage der frau finke! ihnen ist nicht mehr zu helfen! 1 @coramelodie amber heard is no celebrity, just a psychotic, lying, abuser 1 @nawieki @jutta_ditfurth somuncu raus evtl wen anders dafuer rein also whoever comes to mind, einfach mal “satire d news” googlen, dann rage royal weil @dieternuhr der ekelnazilindner, lisa eckharts die amber heard & helena of troja -> diane krüger of comedy (ih, pfui, kalt, schlange), und @mariobarth 1 der richter hat entschieden, dass die gewalt, die amber heard gegen ihren gatten johnny depp ausgeübt hat, nicht relevant sei. er glaubt nur ihren worten, alle anderen zeugen, die pro depp aussagen, lügen. 1 @petze_kiel "frauen werden genau dort eingesperrt, wo hg – psychische und physische – auf sie wartet."\n\nach, du schreck lass nach! dann sollte man doch schon beim standesamt dafür sorgen, dass die frau einen platz im frauenhaus bekommt!\n\ndass die amber heard das nicht gewusst hat! 1 @coramelodie amber heard is also an abuser i suppose 1 @sephironlp die amber heard - johnny depp sache regt mich so auf... depp wird bei fantastic beasts rausgehauen, aber für heard scheints 0 konsequenzen zu geben. mal schauen, was das gerichtsverfahren noch bringt, vielleicht gibts ja dann dort gute neuigkeiten 🤷🏻♂️ 1 @coramelodie amber heard was the abuser 1 @miss_teached ich kann deinen punkt nachvollziehen, glaube aber leider dass johnny depp ein schlechtes beispiel ist. es gibt genügend beweise, audio und video aufnahmen, die amber heard ganz klar als täterin darstellen. ich finde es zum kotzen, was ihm passiert ist. 1 warum werden bilder von videokameras, die amber heard ohne verletzungen zeigen, obwohl sie behauptet hat, von depp angegriffen worden zu sein, nicht bewertet oder öffentlich gemacht? der richter hat sie zwar auch nicht als beweis für depps unschuld angesehen, heards wort gilt ja 1 @loreal bah zit je lekker tv te kijken moet ik naar die amber heard kijken die op tape toegeeft losse handjes te hebben. zolang deze vrouw door jullie wordt gesponsord koop ik geen producten van jullie. 1 @juanitosay otra pelicula que no voy a ver y me sumo si hay change para disney en contra de la pelicula , y mi no me paga nadie amber heard , mi descontento hacia ti es genuino . 1 @sana_foodie amber heard makes women look bad ... and much more as a feminist icon of various idiots 1 @summerdylan2 @supertubereddie amber heard i assume 1 @fluxproblems @gwennafran @annkry4 @earthglows @melindasuggs904 @coramelodie amber will be judged next year. and this court decided who lied and who did not. and the appellate court confirmed that she beat him and lied about the money. #justiceforjohnnydepp #amberheardisanabuser 1 @baldyman990 het nadeel van die amber heard is wel dat ze tattoo's heeft. 1 @coramelodie amber is faking it for attention. that hurts real abuse victims more than anything. it creates the fear the their abuser is the one people will believe. and im sry she’s managed to dupe you\n#justiceforjohhnydepp #amberheardisaliar 1 @raemonsluiter als we het over die amber heard hebben...heej, we zijn niet allemaal perfect. 1 amber heard declares ‘planned parenthood here for good’: ‘my body. my choice. not yours, trump’ https://t.co/vtn3owvtgy via @breitbartnews\n\nthat body, that you claim is yours, is actually a "loaner" from god who will ask what you did with it when you die amber.. 1 @the_endie amber heard linked to elon musk bro.... \nyeah you can see the review here for aquaman also : https://t.co/vevrae1eyu 1 @sweeteddie amber heard and nicole kidman are reason enough to see it! they're badass! https://t.co/k7bhmj98cr 1 shockende photo van één van de vele verwonding die amber heard johnny depp heeft toebracht tijdens hun huwelijk\n\nwij steunen johnny depp en wensen hem het beste!!\n\n#johnnydepp #johnnydeppismygrindelwald #johnnydeppwillnotbeburied #johnnydeppisasurvivor #wearewithyoujohnnydepp https://t.co/xyl1rmg3d7 1 die amber heard schaut ja auch drein wie ein hooligan. \nirgendwie mag ich das 1 amber heard n pretty.. but thinking of her abuse to johnny depp.. pfff go die amber 1 @marussia15 @pamelaaverette @coramelodie amber is...\n#johnnydeppisinnocent \n#amberheardisanabuser https://t.co/9kfxlfuw1t 1 @villainimnot @coramelodie amber heard aquaman queen. 1 @mary_wont_die amber heard 1 @coramelodie amber heard's attorneys are literal clowns like her, but i guess it will take you a while to see that, but that time you'll feel completely embarrassed about ever supporting her 1 @coramelodie amber heard nearly killed johnny depp. when he was completely hopless and angry and bleeding and desperate, he wrote his feelings on a mirror with the blood she had drawn. yeah, right. that's the act of a wife beater. 1 @twinkshadyy mach mal. hat die amber heard bei ihrem ex auch gemacht und es dann auf ihren hund (teacup yorkie) geschoben obwohl der haufen größer war als der hund 🤣🤣🤣🤣🤣🤣 1 wow aaron die amber heard von #gzsz\neinfach mal alles rumdrehen ... 1 net alsof ik mn mutuals die amber heard volgen ga dmen “ontvolg haar aub xx” nee want iedereen mag toch fucking zelf weten wie ze volgen ohmygod ik kan hier zo geïrriteerd van raken he ik zweer het je 1 menschen die amber jahrelang verteidigt haben und sagten das nur johnny der schläger sei.\n#justiceforjohnnydepp https://t.co/a3htubov9n 1 @pum_pam11 männer werden bei solchen themen genauso unterstützt?! hahahahahaha der war gut.\naber keine sorge, jede feministin, die amber heard in schutz nimmt wertet den feminismus schon genug ab, da braucht es gar keine toxischen männer für 🤣🤣 https://t.co/yhfqhuzfoj 1 @coramelodie amber heard is a liar, abuser and a manipulator. hardly a role model. 1 @titanbaddie amber. heard. johnny. depp. 1 @_d_a_n_i_e_l__b @xtinataft @worldie_com @realamberheard @usnatarchives @jessicamulroney @flotus @knowbody1185 @iam66324980 @lindadhoward @dyfetworldie amber heard is a victim? you might wanna think twice on that statement https://t.co/avisn8oid2 1 @ende_dr @fausk2 @kristinamusholt @quuux @jancloppenburg @miriam_vollmer @kate_manne gibt immer noch leute, die amber heard verteidigen. ihre gedankenwelt scheint völlig losgelöst von der realität zu sein. 1 @carmenzedler @ubskm_de @klassmannangela könnte es sein, dass ihre #misandrie privatsache ist?\n\ndie amber heard hat doch ganz klar gezeigt, wer gewalttätig ist: https://t.co/eso5fyic6u\n\nund in deutschland sind frauen genau so gewalttätig, wie männer:\n1. https://t.co/xdcch97edu\n\n2. https://t.co/1phanofyry? https://t.co/emdacxsm0k 1 @adotslaw @sirhenny72 @dschampa1 @stein_til @dikenemesis 1. https://t.co/srqllaz1ii\n2. die amber heard hat dem johnny depp ganz klar gezeigt wo der hammer hängt: gewählt wird, was sie vorgibt: https://t.co/eso5fyic6u\n3. gerade in der zeit wurde vom mann erwartet. dass er zeugt und im schützengraben stirbt! 1 @coramelodie amber heard is a liar. 1 er zijn mensen die amber heard verdedigen, weten wat ze gedaan heeft en met het argument komen ''ze heeft tenminste niemand vermoord'', nee idd, moest er nog eens bijkomen zeg. https://t.co/gsjm7efpbu 1 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('go die')].text.value_counts().head(60)
amber heard can go die 🙅🏻♂️ 1 johnny depp fanpage: proof amber heard is an abuser. btw all the proof came from random pics i made up.\n\nall of y’all: ur right. amber heard go die in hell. johnny depp i love u lemme suck ur dick 😔 1 amber heard n pretty.. but thinking of her abuse to johnny depp.. pfff go die amber 1 good morning to everyone except to amber heard she can go die in a fucking ditch 1 amber can go die for all i care!!! her view of love is wrong love is not about hurting each other and bringing each other down love is about supporting each other building each other up and unconditional i love you johnny depp #justiceforjohnnydepp 1 @raptorsnest @miratus420 @boovonghoulie @tinydaniela @livstadler you read the text messages that were read out in court then dismissed by the judge as irrelevant. aye ok. \ni had an amber heard fan telling me to go die and that johnny should be killed by a bus the other day. what’s your point? 1 good evening to everyone ✨ except amber heard, that abusive, lyin ho can go die somewhere 1 @janowskiksawery as for amber heard...need i really explain? everyone hates her guts so much, nobody wants to her in any film ever again. and i use to think she was fire, but after what happened, she can go die in a fire... unironically 😏 1 either way, it's fucking abuse! this kind of stuff drives me crazy, amber can go die in a ditch for all i care. #justiceforjohnnydepp 1 that’s not a bad choice actually. i’ve liked him in pretty much everything i’ve seen him in. but it still doesn’t help that fact that they fired depp in the first place. amber heard can go die in a fire. 1 @paulehx_ goat movie too bad amber heard can go die 1 @johnnycdebt amber heard: posts articles about how cyber bullying needs to stop” \namber stans: yas!! absolutely bullying is sick!! \nalso amber and her stans when lily rose, a child att supports her father: “go die, bitch!” like... are they fr?? 1 ain’t that the truth 3 this week alone i was told to go die #ambuser #mentoo #abusehasnogender #justiceforjohnnydepp #johnnydeppdeservesjustice #amberheardisanabuser #amberheardisaliar #amberheardisaprovenliar #ukcourtsletheardlie 1 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('heard die')].text.value_counts().head(60)
machete kills fight scene (amber heard dies) https://t.co/kwmiq8vtn3 vía @youtube 1 @flonashton i was replying to a guy who said that he wanted to sew amber heard die in the dceu and so i replied with this moment in flashpoint paradox, one where wonder woman kills mera 1 @haltdiefressex amber heard die dumme fodse 1 zombieland is one of the best movies. here's why: 1) they play one of my favourite metallica songs 2) my favourite actor bill murray is in it 3) amber heard dies 1 amber heard dies in the new #thestand! that's the last thing i'll watch her in! #believethat! 1 1)johnny depp hat soviele beweise, dass er das opfer war und amber heard die täterin, aber die medien versuchen immer noch, ihn zu zerstören. sie schreiben lügen, die eigentlich leicht zu widerlegen sind, aber woher kommen die eigentlich? jetzt behaupten sie, er sei ein rassist. 1 die zeitungen scheinen gutes geld zu erhalten für artikel,die johnny depp in schlechtestem licht dastehen lassen. es ist ihnen egal,dass depp das opfer häuslicher gewalt ist und amber heard die täterin.sie wollen depp zerstören und jedes mittel ist ihnen recht. #justiceforjohnny 1 @spielenator @flippsnews (1/2) die frage ist doch die: kennst du alle hintergründe. weißt du wer recht hat? ich kann nicht sagen ob johnny depp oder amber heard die wahrheit sagen. ich möchte mich weder auf seine noch ihre seite stellen. ich finde, dass ist privat. 1 chucky had a sex-change in #cultofchucky! i can't wait to see amber heard die in #thestand! next year, the #childsplay tv series comes on @syfy! 1 die worte einer überlebenden häuslicher gewalt. die presse spricht von fans, die johnny depp folgen, sie übersehen dabei aber gezielt all die opfer häuslicher gewalt, die in amber heard die person erkennen, die gerne den andern kontrolliert, bestraft und quält. 1 @planetenmaedchn yep, fucking amber heard die bitch 1 i hope amber heard dies today 1 after the situation with johnny depp, and all the crap that is happening in the world, it becomes ashamed to call yourself a liberal.\noh yes, i hope amber heard dies) 1 i actually hope amber heard dies 1 amber heard die dumme h*re hat johnny depp ins bett gekackt und psychisch missbraucht 1 @hatoxpuppy amber heard die hoe meinte er schlägt sie undso und joa war halt genau andersherum 1 i hope amber heard dies. 1 last night i had a dream that amber heard died and when i woke up i never wanted to kill myself more than that very moment. 1 @luuk, stel ook voor dat jullie dit bij rtl boulevard behandelen. amber heard die geld steelt van kinderen met kanker en iedereen voor heeft gelogen (inclusief de talkshow wereld van nl) dat ze wel geld heeft gedoneerd aan deze kwetsbare groep. 1 goodnight johnny depp i still love you and i hope amber heard dies 1 @old_and_grumpy @keziakatarina @empoerior @beritmiriam du solltest dich ausreichend informieren, bevor du solche urteile fällst. es gibt tonnenweise beweise die dafür sprechen, dass amber heard die täterin war und johnny depp missbraucht hat. und artikel der boulevardpresse zählen nicht als informationsquelle. 1 @lepplady i also believe she’s using this time to create bots not to make it seems like she has more fans than she knows, but so they can be disguised as (fake) jd supporters who send her death threats like “i hope amber heard dies!” so that she can build up enough to use in va. trial now 1 @fire_isis @haroldbingo @freedddem you gotta a fucking goofball. i swear if amber heard died you wouldn't say shit like this. 1 @leyla_femme johnny depp. die beweise sprechen dafür, dass amber heard die täterin ist. trotzdem verliert nur er seine rollen und sie kann ihre behalten 😕 1 @realamberheard die e-mails kommen daher, dass wir uns von dir nicht verarschen lassen! \nwe simply don't like you!\n#amberheardisanabuser #amberheardisaliar #amberheardisahusbandbeater #amberheardisaprovenliar 1 johnny depp die ontslagen is van fantastic beast, maar amber heard die in aquaman 2 mag blijven is precies wat er fout is aan cancel culture #warnerbrothers 1 amber heard die denkt dat ze gewonnen is...wacht maar tot ze naar de rechtbank wordt gesleept in amerika, dan piept ze wel anders. #justiceforjohnnydepp https://t.co/fi0fj5flob 1 when do we get to watch amber heard die in snyder’s cut? 1 please tell me #amberheard dies in #snydercutjusticeleague not worth watching anything associated with amber heard @wbpictures you can't fire one and not the other not being fair not with evidence pointing out the real abuser #amberheardisaliar #justiceforjohhnydepp #johnnydepp 1 @fandomwire i like how amber heard died on #thestand 1 @xhorrorbarbie bis jetzt sieht die faktenlage nicht sehr gut für ihn aus was ich so mit bekommen habe. \nhab neulich schon vergleiche gehört mit johnny depp und amber heard die ich allerdings nicht passend finde. 1 @kiawsy @magic_saltwater god forbid, dass auch nur in erwägung gezogen wird, dass amber heard die schuldige ist. ist halt schon ziemlich mutig, sich gegen depp zu positionieren, wenn die mehrheit gegen amber ist. 😂🤷🏼♂️ 1 @wuro1z @glenny___ @piba20643946 @8xteilzeit @melancholivia nicht nur dass ihm nicht geglaubt wurde, vor allem vor gericht, er hat trotz beweisen, dass amber heard die misshandelnde ist, den prozess verloren. 1 only way i’m watching the stand is if amber heard dies within 5 minutes 1 passenderweise spielt depps ex amber heard die evil bitch nadine. https://t.co/urvadirs65 1 you guys on that amber heard diet. 1 @realamberheard @amber heard die soon\n#justiceforjohnnydepp #justiceforjohnnydepp \n#justiceforjohnnydepp #justiceforjohnnydepp \n#justiceforjohnnydepp #justiceforjohnnydepp \n#justiceforjohnnydepp #justiceforjohnnydepp 1 i hope amber heard dies a horrible death 1 i liked a @youtube video https://t.co/bi7yiod0pu machete kills fight scene (amber heard dies) 1 i really hope amber heard dies in jail. https://t.co/1mbmhko5ul 1 @ifod_net i saw it as amber heard died 1 rechtszaak johnny depp en amber heard dient maandag in londen #weekend https://t.co/odf6ttddtb https://t.co/miptigmk7q 1 rechtszaak johnny depp en amber heard dient maandag in londen https://t.co/61w1i4jpsn #nieuwsentertainment https://t.co/oalnow8lqi 1 @sphinxiee @wiesel_flink @swen man muss kein johnny depp fan sein, um sich gegen misshandlung zu positionieren und einer person wie amber heard die selbst zugegeben hat, dass sie diejenige war die ihren mann misshandelt hat, die meinung zu sagen. 1 #amberheard die nach der scheidung alles der presse in die hände gespielt hat, will, wo es schlecht für sie aussieht, plötzlich die presse raushalten?\noh girl,... no words...\n#johnnydepp #ibelievehim #johnnydeppisinnocent #justiceforjohnnydepp \n#amberheardisanabuser https://t.co/y0yrehhndd 1 @bbcbreaking quite tragic how she went, and abuse does not warrant death, but it cant be completely erased from history and forgotten about. it would be like if amber heard died right now, may have made somd awful decisions but not the way to go out of her life. all things considered, rip. 1 goh, ik zal het wel allemaal gemist hebben, maar ik bespeur hier verdomde weinig ophefjes over amber heard die johnny depp mishandelde. \n\nraaarrr. 1 if johnny deep will die, he will still be remember as an iconic actor but if amber heard die, only few will mourn, surely, for she's a fat sicko liar 1 amber heard diet, nutrition, and workout plan https://t.co/jmdc1z3z9u 1 did amber heard die? 1 @labrando ging mij om zn ex amber heard die lag te miepen, maar wel 2x met m trouwde. nah ik hoor het wel van jou morgen als ik wakker wor. ik weet het ook niet meer 🤣😛👊👊 1 hearing what amber heard die i’m extremely disappointed in her and i can’t believe someone like that claims she fights for something she has done she’s a hypocrite and needs to be put away for life #amberheard #johnnydeppisasurvivor #amberheardisanabuser #amberheardisoverparty 1 das amber heard die #metoo bewegung für sich ausgenutzt hat um zu verschleiern wie sie johnny depp misshandelt hat ist wirklich das absolut allerletzte. der unterste bodensatz des abschaums. 1 i used to be amber heard die hard fans but now i’m totally regret it after i heard that she abusing her ex husband johnny deep 😡 1 dus jason mamoa is klaar en finished omdat hij een boek heeft vernield maar amber heard die haar ex-man sloeg en mishandelde (staat in court documenten) krijgt een vrijkaartje van de moderne feministen.👏👏echt chapeau, de feministen van vroeger zijn vast trots op jullie. 1 who was paige heard (mother of amber heard died)? wiki, bio, age, death cause, twitter, instagram, facebook and more facts https://t.co/udessevokx 1 @skynewsbreak hope amber heard dies 1 i hope amber heard dies 1 johnny depp verklagt das boulevardblatt the sun, sie haben ihn einen frauenschläger genannt. allerdings zeigen die beweise eher, dass seine damalige frau amber heard die gewalttätige in dieser beziehung war. ein bild von der hochzeitsreise, von einem angestellten vom zug. https://t.co/w5jykvsj8l 1 i hope amber heard dies in zack snyder's cut of justice league..... and no i'm not talking about the character mera 1 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('amber die')].text.value_counts().head(60)
@nos ff rectificeren.\nin het journaal net over johhny depp.\nwinona en vanessa getuigen voor johhny depp niet tegen hem.\nomdat amber heard hem beschuldigd waar zijn ex vrouw en vriendin zich absoluut niet in kunnen vinden.\nooit de tapes gehoord? \namber die johhny slaat en uitlacht 1 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('die')].text.value_counts().head(60)
@headieone amber heard 46 johnny depp contacted mrsa three times as a result of abuse by amber heard.\nmrsa is a serious infection in the body that antibiotics can't always help. \nmrsa can kill.\nthat said:\njohnny depp could have died because of abuse by amber heard.\n#justiceforjohnnydepp \n\npass it on. 19 @headieone amber heard. 10 @deppsoldier_22 #justiceforjohnnydepp \n#amberheardisaliar 7 amber heard in a red blazer was seen out in san diego 01/06/2021 https://t.co/k9oveem6jv 6 se requiere valentía para hacer algo que nadie más a tu alrededor está haciendo (amber heard) 4 @coramelodie @dior #justiceforjohnnydepp \n#johnnydeppisinnocent \n#amberheardisanabuser \n#amberheardisaliar \n#mencanbevictimstoo\n#abusehasnogender \n\n@dior #thankyoudior 4 amber heard in a red blazer was seen out in san diego 01/06/2021 https://t.co/cokybtxfjh 4 amber heard a vraiment agit comme une personne degueulasse, il y a des hommes et des femmes qui vivent ce genre de choses quotidiennement et elle s'en est clairement moqué. c'est pour ça que johnny depp mérite de gagner son procès contre cette femme 4 ¿hubiesen peleado? johnny depp y amber heard casi se ven en la comic con de san diego https://t.co/3dyamdbwgi 4 amber heard in a red blazer was seen out in san diego 01/06/2021 https://t.co/b0betbrpid 3 @dceunlimited por cierto, qué opinas de las acusaciones referentes a los maltratos de amber heard a johnny depp? en aquel momento dijiste que no podías opinar porque nadie podía saber la verdad (y eso que habían vídeos).\nsin embargo, ahora das por hecho esto sin tener pruebas tan contundentes. 3 @coramelodie #justiceforjohnnydepp \n#johnnydeppisinnocent \n#amberheardisanabuser \n#amberheardisaliar \n#mencanbevictimstoo\n#abusehasnogender \n\n@dior #thankyoudior 3 @worldie_com @realamberheard @geekthedog @motivatornet @wbpictures #justiceforjohnnydepp 3 @coramelodie @realamberheard @kamalaharris i 2 felt sorry for her at first. but then i actually started looking at the evidence & then it really upset me. not because of johnny depp but because i recognize in this woman an abuser. u see i know someone just like this & the similarities are uncanny. #amberheardisanabuser 2 it’s fuck amber heard til i die 2 amber heard can die 2 @headieone amber heard hands down 2 born apr 22: amber heard 34, eric mabius 49, jeffrey dean morgan 54, chris makepeace 56, byron allen 59, peter frampton 70, john waters 74, mel carter 81, jack nicholson 83, bettie page, charlotte rae, yehudi menuhin, charles mingus, aaron spelling, eddie albert, glen campbell 2 @coramelodie amber heard: “tell the world, johnny, tell them, johnny depp, i, a man, i'm a victim too of domestic violence. and see how many people believe or side with you." 2 amber heard leaves conan o&#8217;brien show in san diego https://t.co/qw1q5dnoma https://t.co/vjeisjbi2j 2 dos nuevo audios entre #johnnydepp y #amberheard revelan que la actriz le amenazó diciendo que nadie le creería que ella lo golpeaba ➡️https://t.co/iscoqckjs8 😱"ve quién te cree y se pone de tu lado", le dijo #justiceforjohnnydepp 2 @wbpictures son una gran porquería de empresa, ¿por qué despiden a johnny depp pero no a amber heard de aquaman? \n¿por qué no despidieron a jk rowling después de todas las estupideces que estuvo diciendo? ¿sera solo porque ellas son mujeres y johnny es hombre? 2 @thorsoldier amber heard is truthful!! \n\n#johnnydepp was arrested for abusing #katemoss, destroying his hotel room, and threatening to punch paparazzi. \n\nhis ex-management company says he was physical with amber, violently kicked her in 2014, covered up\n\n#amberheard \n\nhttps://t.co/ld0rgtosf3 2 @coramelodie @realamberheard @kamalaharris #justiceforjohnnydepp 2 amber insulted johnny : your career is over. \nyou're washed up.fat. \nyou will die a lonely man.\n\namber also mocked johnny : you're bigger and you're stronger.\nsee how many people believe or side with you.\n\nshe's still #metoo hero.\nthe media is still silent.\n#justiceforjohnnydepp 2 @deppsoldier_22 #justiceforjohnnydepp \n#justiceforadamwaldman \n#amberheardisaliar 2 @2dieformovie #justiceforjohnnydepp #johnnydeppisgrindelwald #johnnydeppismygrindelwald #amberheardisanabuser #amberheardisaliar 2 johnny depp contacted mrsa three times as a result of abuse by amber heard.\nmrsa is a serious infection in the body that antibiotics can't always help. \nmrsa can kill.\nthat said:\njohnny depp could have died because of abuse by amber heard.\n\n#justiceforjohnnydepp \n\npass it on. 2 amber heard gut oder amber heard gut nicht, das ist hier die frage. 2 after the police were called, amber heard made contact with 3 different people: her lawyer, samantha spector; her publicist, jodie gottlieb & the person who described herself as her "option one makeup artist", melanie inglessis, a strange choice one might think - david sherborne 2 sórdidas revelaciones tras la primera audiencia de johnny depp y amber heard en la corte https://t.co/urfl8okhuy 2 after the police were called, amber heard made contact with 3 different people: her lawyer, samantha spector; her publicist, jodie gottlieb & the person who described herself as her "option one makeup artist", melanie inglessis, a strange choice one might think.\n- david sherborne 2 @lorealparisde diese marke unterstützt häusliche gewalt gegen männer #justiceforjohnnydepp #fireamberheard "tell the world johnny, tell them `i, johnny depp, a man, i'm a victim too of domestic violence´ and see how many people believe or side with you" amber heard zu johnny depp (aufzeichnung) 2 tras la salida forzada de johnny depp de animales fantásticos, fueron muchos los fans que pidieron que warner hiciera lo mismo con amber heard en #aquaman2. 😳 https://t.co/czyznebzmx 2 @coramelodie i am so ashamed of amber heard. she had put the cause of women's abuse back 50 years. as a woman i'm saying who can believe her. shameful. shame on you amber heard. i'm absolutely furious. 2 johnny depp almost died... he was abused for years... people sent him death threats... his daughter, too... he contemplated suicide. amber heard said she hit him frequently. johnny depp almost died. that's okay, i guess... #amberheardisanabuser #justiceforjohnnydepp 2 @headieone no one compares to amber heard. toxic, destructive, a selfish liar, who’s framing an innocent man for her own crimes. plus she claimed she donated her settlement to children and aclu, basked in the praise of her lie, but took the money 4 herself. top that. 2 born apr 22: amber heard 35, marshawn lynch 35, jeffrey dean morgan 55, chris makepeace 57, byron allen 60, peter frampton 71, john waters 75, mel carter 82, jack nicholson 84, vladimir nabokov, yehudi menuhin, aaron spelling, eddie albert, charles mingus, glen campbell 2 i heard [amber heard] say specifically “your career is over” “no one is going to hire you” “you’'re washed up” “fat” “you will die a lonely man” and also screaming things that were incomprehensible - tara roberts (witness statement) #justiceforjohnnydepp 2 sórdidas revelaciones tras la primera audiencia de johnny depp y amber heard en la corte https://t.co/urfl8osgd0 2 guys amber heard has just stated that johnny told her several insults and among them “you will die a lonely man” that’s all ahahahahaha 😂😂#johnnydepp 2 janelle monae is the mother of dragons, amber heard and corey rae enjoy amazing cuisine, gaby dunn holds a dog, halsey and joan jett have a meet-cute, samira wiley wears a hoodie and more important news from this week’s queer celebrity instagram. https://t.co/jaryjxewwk 2 @manifx5 @ann_xyw no se ha demostrado la inocencia de nadie (ni de amber ni de johny) el caso continúa en las cortes de estados unidos. y no la han acusado de culpable. de hecho él demandó a amber heard. 1 brandon mama is trying so hard to make those turdies listen to his songs ... 🤧\nand queen of hollywood , bitch please 😂 you couldn’t even act properly in the court @realamberheard \n#justiceforjohnnydepp #johnnydepp 1 @snowyboymedia i know lol. but fr tho, amber heard needs to die 1 @seeds4change1 @autojennyphilly @coramelodie @realamberheard ah yes the fucking cesspool that is amber heard supporters 1 @microch1pbeats @coramelodie @realamberheard @kamalaharris amber heard disgusts me using the fact she's a privileged white woman with connections to get away with that shit she did is disgusting and i hope she loses everything 1 @microch1pbeats @coramelodie @realamberheard @kamalaharris aye now im a feminist but not for a abuser like amber heard. im a feminist so changes like fgm being outlawed and the women who fought for more rights in iran but are being imprisoned and abused can come out and see that them fighting wasn't for nothing. 1 @thenamesq sorry @katiehind \nwe are not all fans\nwe are the general public showing support in the face of obvious injustice.\nwe want the truth to be seen because we are actual dv survivors. most victims of narcissists like your buddies amber & dan. \n#justiceforjohnnydepp \n#abusehasnogender 1 @blu_soldier001 @zacharylevi it's totally okay for abuser amber heard to show up right? 1 @tasteofsanity he lost a job and that really sucks but his bid to clear his name did not die with that bullshit judgement. it just got stronger! this is powerful and it's priceless. can't buy this elon! the truth will prevail! #justiceforjohnny #amberheardisanabuser 1 @coramelodie @realamberheard @kamalaharris you want to hug amber heard? be careful, she tends to throw punches.\n\n#johnnydepp #amberheard https://t.co/siifzezp6y 1 •por aquellos días johnny estaba pasando por la peor etapa de su vida, y nadie lo sabia...💔\n#justiceforjohnnydepp \n#amberheardisanabuser https://t.co/a5wbvsewzj 1 @alanhiggins4 @realamberheard @kamalaharris amber heard needs to die 1 no puedo evitar hacer esto porque principalmente es injusticia con lo que le pasó a johnny depp, si a él le despidieron porque no a ella??\n\ndc entertainment: remove amber heard from aquaman 2 - ¡firmá la petición! https://t.co/z6cqaqldps vía @changeorgar 1 @coramelodie @dior #amberheardisanabuser #amberheardisaliar \nproof bellow : https://t.co/rfsvsv0y69 1 @coramelodie not true ,i am not a fan of johnny depp i am supporting him now because he truely is the victim here, amber heard abused johnny and then blame johnny for the things that she actually did. \n#johnnydepp \n#justiceforjohnnydepp \n#amberheardisanabuser \n#amberheardisaliar 1 @enric_torres es una injusticia total y es increible que teniendo los audios de las llamadas donde se escucha claramente a amber heard decirle a johnny que nadie le creerá que sufre violencia doméstica por ser hombre 1 ladies & gentlemen. this beautiful man is winning in the court of public opinion & he deserves to. 👏❤️ #justiceforjohnnydepp #amberheardisanabuser #injusticenicol #dontbuythesun 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('deathto')].text.value_counts().head(60)
dear christians, these are the kind of pests you defend when you say “only a coward hits a woman”.\nthese are the vermin you speak of when you say: #believewomen\namber heard should be locked up. preferably in a cell of violent offenders.\n#justiceforjohnnydepp #deathtoamberheard https://t.co/rwdivzxp7l 1 @324_b21 @grumpyyetamusin @deathtodickens he didn't, she was exposed as having lied about it and was the actual abuser...like are ya'll living under a rock? i swear, why do you think the hastags\n#justiceforjohnny \n#amberheardisanabuser trended? 1 @lyttlewyng you didn't exist.\nyou don't exist.\nyou're not there.\nyou're not there.\nyou are a f---ing made up thing in my head.\n\nif it isn't quite true already, it certainly won't be long before #amberheardisirrelevant.\n\n#likedeathtonarcissists\n#justiceforjohnnydepp 1 @dccomicsonfilm @rhafaelaseo @aquamanbrasil @aquamantalk @centralaquaman @theatlantisking @aquaman_2022 @aquaman_ @deathtoatlantis @atlanteanorin @oceanicreign @aqua_man010 i head amber heard is back in the movie. fuck this i’m not watching it\n#amberheardabusedjohnnydepp \n#wejustdontlikeyouamber 1 @dojetunes @iwillbeblunt @_deathtopia @amh0stile @ign i got banned for saying fuck amber heard 1 @dojetunes @iwillbeblunt @_deathtopia @amh0stile @ign well, i won't be watching fb3. fuck wb and fuck amber heard and fuck jack dorsey 1 #justiceforjohnnydepp\n#deathtoheard https://t.co/wcetdokh2v 1 @wbpictures not watching because i want to see it in theaters and only in theaters and people ain't gonna forget what happened to johnny depp #justiceforjohnnydepp i used to be a fan of streaming but now i am not #deathtostreaming 1 @deathtonazi @ulijason @dotscaptain @beckybond007 @dccomics @marvelstudios ww84 isn’t even out yet. mos is not good. aquaman is ruined by amber heard. and again bvs is a pile of dog shit. so ww and shazam are about it. 1 watching #deathto2020 \ndid lisa kudrow use amber heard as inspiration for this scene by chance? 😄 \n#justiceforjohnnydepp\n#amberheardisanabuser https://t.co/hdbdkf8rr7 1 i'm watching #deathto2020 on @netflix and lisa kudrow's character reminds me of amber heard when she's being presented with evidence that she abused johnny depp.\n\n#justiceforjohnnydepp\nhttps://t.co/4koyfl7fab 1 @nerd_unbiased @deathtonazi @getfandom i'm sure you'd like it even more if they had hired an abuser like amber heard for additional scenes like snyder did 1 @nerd_unbiased @deathtonazi @getfandom one bad tweet doesn't make you a racist, would you rather the guy that chokes women (miller), the guy with two sexual harassments (affleck), a guy that's afraid of the metoo movement (cavill) or amber heard? 1 @nerd_unbiased @deathtonazi @getfandom finally, your taste is getting better. now go support the amber heard projects 1 #justiceforjohnnydepp #keepthefaith #vastilltocome #waldmignonsunite #holdahaccountable #spreadthetruth #deathtomsm 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('death to')].text.value_counts().head(60)
@ssupergay are you out of your mind?.did you even bother to read the article?. and also here are his court documents.https://t.co/uxvj9quxqy .more women will testify that they were abused by amber heard. stop trying to silence victims and wishing death to people!!!. https://t.co/olcozulfwz 1 @jfwong @anaheimyet @sklumos amber heard´s fans are the toxic fandom, they have been bullying johnny depp´s kids for years, lily-rose and jack,they wished death to johnny, they bullied every person who posted a picture online with him and they declared him guilty the first day without a trial. 1 we don't wish death to ms nobody, what we wish is for her to pay for her crimes, to be held accountable for everything she did against all her victims. we wish for justice, accountability and karma.\n#justiceforjohnnydepp #amberheardisanabuser 1 @jayspatrol death to amber heard 1 @wilderochester @mariewatsen @adam_waldman she is directly smearing him (not talking about paid pr articles), writing intentionally deppressing. johnny never mentioned her in any of his posts&he has nothing to do with fans’ tweets. amber heard is continously defaming & bullying him on twitter(& her fans wish death to ppl) 1 this is #disgusting , i hate #amberheard but would never wish death to her or anyone! #justiceforjohnnydepp #johnnydepp #fireamberheard 1 @clickywickyfan id never bb 😘😘😘 twitter mutuals\ndeath to amber heard 1 how can someone be so rude? wishing death to a man, whoever he is?? disgusting. #justiceforjohnnydepp 1 amber heard suing disney to get back over johnny is the kiss of death to you in hollywood. think about this come backs are rare but blacklists are common so which are you here now?your next cold call for a movie might not get you a role? 1 @briankiddsalive @greensparrow14 @tangerineskiez @natgriffin3 yes how awful of me a person that survived being almost beaten to death to care for someone else that i can see has gone through something similar. at least i know how to read court documents and listen to evidence before i open my mouth!\n#amberheardisaliar 1 "difference between life or death to a child" \nthis vile piece of turd uses dying children just for publicity. she needs to answer for everything she's done.\n#holdahaccountable\n#amberheardisagolddigger #amberheardisafraud \n#justiceforjohnnydepp \n#perjury 1 @applwuse death to amber heard, johnny depp will always be gellert grindelwald. 1 @amberheardbra death to amber heard, johnny depp will always be gellert grindelwald. 1 @silviane_f death to amber heard, johnny depp will always be gellert grindelwald. 1 @fant4sticbr @danielrpk death to amber heard, johnny depp will always be gellert grindelwald. 1 if jd becomes gomez addams i will fight you all to the death to become his morticia 🖤#justiceforjohnnydepp https://t.co/ytesnv5ccz 1 @vulture killing curse? you just wished death to johnny depp? who was abused by amber heard? what is wrong with you? 1 warner bros siding amber heard? i’m not at all surprised. this is the same trash studio who used zack snyder’s daughters death to remove him when in reality they fired him because didn’t meet studios vision 🤮 1 so terribly sad someone took their life. however she smashed her boyfriends head in with a lamp, and therefore needed arresting, for the same reason no one is defending amber heard. don’t confuse the sadness of someone’s death to excuse appalling behaviour. #carolineflack 1 she is for a fact acting up, and scared to death to even talk about it, that’s how victims usually act when they’ve been abused. \n\nimagine amber heard manipulating and obviously abusing her sister during all her life??\n\nhow many lifes amber need to destroy for her own pleasure?? 1 @ripblissxr dumbasses would rather fight to the death to cancel chris evans but won't do shit to get amber heard fired from aquaman 2 even tough we know how evil that women is this just shows that cancel culture only targets men and don't give a crap about women who deserved to get cancelled 1 i'm sick to death to hearing about these two and their narcissistic, toxic marriage. they're both as bad as one another.\n\namber heard at court to give 3 days of evidence against johnny depp https://t.co/c7fxoo7fag via https://t.co/7arus9vgts 1 i can envision funeral music at this bash for amber heard's career. doom doom de doom. its nice they celebrate death to her career. 1 now that johnny depp is clearing his name it's now time for everyone who cancelled his ass and wished for his death to apologize and say they were wrong. also, amber heard needs to be removed from the #dceu 1 @westeddavid @ahitgalleria yeah.. no. why should they when amber heard stans never we’re civil to begin with. 4 yrs of making depp death memes, wishing death to his fans, making fun of his pictures.toxic abusers. never stayed on their own lane. its a bad look and it shows who the real abuse apologists are. 1 i never wish death to people, i'm not like that, no matter what they did. however, i do wish some people have never been born, amber heard being one of them. the world would be a better place. 1 @skylerhxc @soapw1 lol yes because amber heard stans clearly wishing death to johnny depp's kids and mocking him by saying "too bad he didn't die" the second they saw this picture, isn't aggressive at all.\n\nyou have some strong ignorant nerves. https://t.co/cg9hbewyft 1 @brittannia_a so by not donating, amber heard has chosen death. death to sick children \n(who were counting on the $3.5 million pledge ah made). this is why i don't believe ah is innocent in this. she knew what she was doing. she understood the consequences. 1 Name: text, dtype: int64
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df_tweets[df_tweets.text.str.contains('burn her')].text.value_counts().head(60)
#justiceforjohnnydepp \nwhat hell amber thinks she did??\nburn her!!!!! https://t.co/pzxsfapige 1 i have a good feeling johnny will win his defamation suit in va against amber heard this time. she’s going into a real unbiased court now. the judge is already denying things amber asked for. i hope they burn her a** up in court. i can’t wait for this one. she should be worried 1 amber heard is a witch burn her 1 i think no matter what the whole johnny depp/amber heard situation was/is the texts to paul bettany saying that he would burn her and r*pe her dead and burnt body is enough to be like that's it for me chief 1 court docs claim that in 2013, johnny depp texted paul bettany: "let's burn amber [heard]!" and "let's drown her before we burn her. i will f$&@ her burnt corpse afterwards to make sure she is dead." https://t.co/lcark9br2y 1 ...also received a nickname for being a trans. not to mention the names he used for amber heard and polina glen. \nhe abused amber physically and emotionally. he is still abusing her. he said he was going to kill her (burn her and f*ck her corpse) for trying to make him quit drugs 1 @theinfamousone6 everyone that #amberheardisanabuser is silencing by whatever she has on them, especially #elonmusk , also #jamesfranco should publicly come out on his own, imo. the whole lot of them need to call her out and burn her down to a corpse, until she has no leverage on anyone! #manup https://t.co/ni0iwi4ax2 1 very sad to see how johnny depp smear campaign against amber heard actually worked and twitter really thinks he’s the victim even though he sent texts to his friend saying he should burn her alive and rape her corpse plus he lost the case... nostalgia is a hell of a drug 1 @storm_3113 @janeysmack okay i've read the verdict pdf of the sections which mention paul bettany. bettany does at least say he quite likes amber heard but there's nothing to qualify what depp says. those two texts "..burn her" and "fuck her burned corpse" are all his texts say. can add para 580 too. 1 the new kween of hollywood is very popular 😈 (**evil laugh**). having 1 million people sign a petition to have her removed from a film must burn her rotten piece of a soul. \n#fireamberheard\n#boycottwarnerbros\n#abusehasnogender\n#justiceforjohnnydepp 1 et même si depp n'est pas coupable de violences physiques, n'oublions pas les messages privés que son procès a révélé, où il parle d'amber heard: “let’s drown her before we burn her!!! i will f–k her burnt corpse afterwards to make sure she is dead.” 1 so tired of people trying to argue with you bc they "have read the court documents!!!" and then they come up with some tabloid shit like "ah was only arrested bc the police officer was homophobic" and "did you know that jd wanted to burn her??" 🙄 #justiceforjohnnydepp https://t.co/j20inpb0og 1 tw: domestic violence, rape, murder\n\nwhat amber heard apparently did to johnny depp is abhorrent, but i'm not sure why people are so eager to defend a man who said "let's drown her before we burn her! i will fuck her burnt corpse afterwards to make sure she's dead" 1 paul bettany jokes with johnny depp in leaked texts about murdering amber heard\n\n"let's drown her before we burn her"\n\nhttps://t.co/pmaxok4l1u 1 “let’s burn amber [heard]!!! let’s drown her earlier than we burn her!!! i’ll f*** her burnt corpse afterwards to verify she’s lifeless.” he additionally allegedly tried to get heard fired from aquaman, in line with thr. : leisure https://t.co/qjepmllwrs 1 we've been waiting for #amberturd to get fired from l'oreal for forever..\ntick tock...\nher time is running out and she is going to crash and burn herself..\nkarmas a bitch and\nturd deserves it\n#justiceforjohnnydepp https://t.co/n4ii5rgohd 1 stop supporting both of them. johnny depp and amber heard abused each other. unfollow me if you support either one of them. depp literally said he wanted to “burn her and fuck her dead corpse” if you still think either of them deserve support then fuck you #amberheardisaliar 1 also she said he did it himself. now if johnny was so abusive why did he not burn her with the cigarette?\n#justiceforjohnnydepp\n#amberheardisaliar 1 ''you are defending amber heard''\n\nyeah let me defend the other guy who has plenty of facts about his behavior\n\nyou all say believe women but somehow when it comes to amber heard we should believe the dude who can't even remember if he texted a message of wanting to burn her https://t.co/xkktleb6rg 1 so fuckin’ true; let’s burn her down 🤬 #justiceforjohnnydepp 1 #justiceforjohnnydepp \nin november 2013, depp..sent a text to paul bettany saying: “let’s burn amber.” the same day, he..texted bettany saying: “let’s drown her before we burn her!!! i will f–k her burnt corpse afterwards to make sure she is dead.”https://t.co/w8ipve1zdx 1 @halo3rat_ven @kanyeguy_ he kicked amber heard on a plane, headbutted her nose and also wanted to burn her and then r*pe her death remains https://t.co/w3t7ut3nml 1 breaking news: amber heard brought home a machete after johnny depp attempted to burn her with the flamethrower. https://t.co/9vwuieigf0 1 "idk who needs to hear this but "i never believed amber heard!" is not the woke take you think it is"\n\nshut the fuck up and burn her at the stake 1 go burn her johnny!!\n#justiceforjohnnydepp \n\njohnny depp appears at london's high court to sue the sun https://t.co/gblzgwy6gc via @mailonline 1 @putaojamishere @kirkkorner he could run from this case but nothing will save him from the lawsuit it's coming for him in us\n\namber heard's team not only has him for several incidents, planning to burn her, lying about his finger now they will also have him for trying to get her fired from aquaman https://t.co/jsactp8hfg 1 johnny depp texts paul bettany re: amber heard in 2013: "let's drown her before we burn her."\n\npaul bettany tweeting re: depp in 2016: "he's the sweetest, kindest, gentlest man i've ever known." \n\n🤔🤔🤔🤔🤔🤔\n\ngotta love the endless solidarity of rich white men! https://t.co/bn4xkqqkp5 1 'drown her and burn her': johnny depp's threats to amber heard https://t.co/moixufskm8 https://t.co/fjj6jpv7tj 1 “let’s drown her before we burn her!!! i will f–k her burnt corpse afterwards to make sure she is dead.”\n\n(johnny depp text to paul bettany about amber heard) https://t.co/jebaonhbht 1 amber heard: i started a physical fight! i can’t promise i won’t get physical again. \n\nher supporters: y’all, not all victims are perfect. that doesn’t negate what she said previously.\n\njohnny depp sending text to his friend: i will drown her, and burn her, and fuck her burnt 1 “johnny depp sent disturbing amber heard threats, court hears let's drown her before we burn her!!! i will f**k her burnt corpse afterwards to make sure she is dead." so what do his fans who believed him say now? of course he was denying like all abusers https://t.co/8ngka1lcxf 1 so i saw yesterday that the media are still trying to demonise johnny depp for being abused by amber heard and i’m livid about it. and it’s all because he’s a man. he may have sent texts like “let’s burn her” or whatever but who hasn’t sent texts like that? 1 so now that lying money grabbing cow amber heard is claiming johnny sent texts to his friends claiming he wanted to drown and burn her? she'll say anything for the courts and judge to swing things in her favour all because she was proved wrong that he abused her. hate her. 🙄😡 x 1 johnny depp alleged to have sent following text to a friend re amber heard, then his future wife: “let’s drown her before we burn her!!! i will fuck her burnt corpse afterwards to make sure she is dead.” \n\nhe is suing the sun for calling him a wife-beater. https://t.co/jc9bwjfts9 1 @dior the ex-husband of amber heard allegedly wrote: “let’s drown her before we burn her!!! i will fuck her burnt corpse afterwards to make sure she is dead” https://t.co/ykynaqdqgj 1 shocking: johnny depp wanted to murder amber heard and burn her corpse https://t.co/syp3briuwm https://t.co/5e1v7ietgj 1 @tmz what's going on with johnny depp & amber heard? why haven't y'all spoke about johnny depp texting a friend about killing his wife?johnny depp text a friend, "let's burn amber, before we burn her let's drown her, then he'll have sex with her burnt corpse to make sure she's dead"? 1 shocking: johnny depp wanted to murder amber heard and burn her corpse the news international - entertainment https://t.co/qvp6gugjyb johnny depp sent a text to his friend paul bettany stating, "let’s burn amber heard. ”\n\nfrom the news international - … https://t.co/x8aqlqjkx3 1 shocking: johnny depp wanted to murder amber heard and burn her corpse https://t.co/tbx8dwnvrm 1 to anybody who still supports johnny depp please understand that amber heard lying about allegations doesnt change the multiple times he was arrested for assaulting people irl, he also texted a friend saying how he wants to drown amber burn her alive and then rape her corpse 1 @alittlebitroyal it wasn't her that sent it to you! i burn her, i choke her, i kill her? not the texts is not ok but coming to pass the hand to amber heard the one who kidnapped a whole movement, and lied that she was a victim that is disgusting. 1 depp continues the shocking rhetoric, adding: "let’s drown her before we burn her. i will f*** her burnt corpse afterwards to make sure she’s dead.”\n\ndepp 'said he’d f*** amber heard's burnt corpse' in horrific texts to 'drug buddy' actor paul bettany https://t.co/duhxpwxiif 1 when johnny dept texted his friend that he wanted to drown amber heard and then burn her body, and r*pe her dead corpse to make sure she's really dead. ✊😢 #justiceforjohnnydepp 1 “you threatened to burn her face with a lit cigarette”\n\numm that’s exactly what amber did to johnny...\n\nthis is further confirmation that everything amber heard claims johnny did to her she actually did to johnny 1 #justiceforjohnnydepp exactly! she says he threatened to burn her with a cigarette, but here he is injured in the hospital with a cigarette burn and a severed finger https://t.co/sqckrcw8tz 1 hope #amberheard doesn’t wear any crosses around her neck. that thing would probably burn her neck. manipulative, vindictive, opportunistic bitch. #justiceforjohnnydepp 1 uhhhhh y’all realize they are both horrible people right? stop defending depp and stop defending heard. he literally said he wanted to burn her alive and rape her dead corpse....... y’all disgust me with how blindly you follow shit #amberheardisaliar #justiceforjohnnydepp 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('burn amber')].text.value_counts().head(60)
one article says this happened and were ready to burn amber heard at stake. have some shame 1 @thenamesq it’s after 3 am here in san francisco and i’m literally trying not to fall asleep and not miss this because i want to hear him burn amber heard 1 "johnny depp is a wife beater." so says a british court. read what i wrote 4 years ago on our bias confirmation, and the update on the british court's ruling and the details of depp texting paul bettany he wanted to drown and burn amber heard: https://t.co/z5w6qam5tg 1 can we burn amber heard 1 @acid_oasise @it_meirl_bot uh he said he wanted to drown and burn amber heard and rape her body. but he wasn't an abuser he was just a victim i guess 1 according to justice nicol...these injuries dont matter.\nthe black eyes that johnny depp has dont matter\nthe cigarette burn amber heard inflicted doesn't matter\nthe severed finger tip doesn't matter\nthe cuts\nthe bruises\nthe bloodshed \ndoesn't matter. \n #justiceforjohhnydepp https://t.co/xomnu9arwm 1 burn amber heard's lying ass on fire 🔥 1 court docs claim that in 2013, johnny depp texted paul bettany: "let's burn amber [heard]!" and "let's drown her before we burn her. i will f$&@ her burnt corpse afterwards to make sure she is dead." https://t.co/lcark9br2y 1 @mortivian someone burn amber heard at the stake 1 did johnny depp really text that he was going to kill and burn amber heard? yes or no? #johnnydepp #amberheard #domesticviolence 1 @ladysabrielle @borisjohnson i want to burn amber heard for the atrocity of kissing an innocent like jason momoa. he’s devoted to his wife and she gets to kiss him. diabolical. 1 tw//rape,death\n\nuh johnny depp wanted to drown and burn amber heard and rape her body ... how can people say he wasn't abusive towards her at all 1 @tmz what's going on with johnny depp & amber heard? why haven't y'all spoke about johnny depp texting a friend about killing his wife?johnny depp text a friend, "let's burn amber, before we burn her let's drown her, then he'll have sex with her burnt corpse to make sure she's dead"? 1 johnny depp said he wanted to 'drown and burn amber heard then f*** corpse' in texts to pal https://t.co/jgqwuevlhw https://t.co/iwr5g6s2eg 1 johnny depp said he wanted to 'drown and burn amber heard then f*** corpse' in texts to pal https://t.co/jgqwuevlhw https://t.co/ijpfwp16cn 1 johnny depp said he wanted to 'drown and burn amber heard then f*** corpse' in texts to pal https://t.co/jgqwuevlhw https://t.co/ioeva5yrqw 1 johnny depp said he wanted to 'drown and burn amber heard then f*** corpse' in texts to pal https://t.co/jgqwuenmgw https://t.co/jsss8udsvt 1 'let's burn amber': johnny depp texts calling ex-wife amber heard 'a witch' revealed in court https://t.co/egmhcmypfq 1 why don’t we just burn amber heard at the stake 1 it is so funny to me that amber heard decided to say that she will be in aquaman 2 when the petition to remove her from the movie got 1 million signatures, we will see you crash and burn amber it’s not over yet. #fireamberheard #justiceforjohnnydepp 1 people really believing johnny depp when he has repeated cases of violence since the 90’s, defends pedos like roman polanski and said he would burn amber heard alive and rape his burnt corpse 1 johnny depp revenge: ‘pirates’ star plans to burn amber heard in tell-all movie? https://t.co/3qd5c1hgzu https://t.co/apbvh9inun 1 we should burn amber heard lol #justiceforjohnnydepp 1 #justiceforjohnnydepp \nin november 2013, depp..sent a text to paul bettany saying: “let’s burn amber.” the same day, he..texted bettany saying: “let’s drown her before we burn her!!! i will f–k her burnt corpse afterwards to make sure she is dead.”https://t.co/w8ipve1zdx 1 i can't believe he popped up wanting money for political crap he wanted to burn amber heard 1 i see y’all calling out elizabeth olsen for saying slurs (which is obviously the right thing to do) but i haven’t seen a single tweet lately about paul bettany’s messages to jhonny depp saying to burn amber heard’s c*rpse🤔 1 @mirrorkatfeces @okayhailey @andrewlowe you know johnny depp texted his friend saying he wanted to burn amber heard and then fuck her corpse right?stop defending him and stop defending drake bell 1 paul bettany "joking" about how they should rape then burn amber heard's corpse with johnny depp https://t.co/rw2jjnz1xn 1 @deadskull666_ @outofneptune @lilred4020 @marilynmanson @americangodsus manson having fantasies about smashing woods' skull in with a sledgehammer is disgusting but depp wanting to burn amber heard and fck her corpse is totally normal, right? you aint better than rachel 1 does anyone have links or screen caps of the kind of comments depp made about amber? we want to show the world what kind of man he is; 'let's burn amber heard and f*ck her corpse' https://t.co/docbhxwwjp 1 @vicky73914472 @io_oimr @anehansen7 @aitanaheard @deppheadgal26 @ahjd3740345 i don’t understand your point. are you suggesting that depp and bettany were actually plotting to drown, f**k and burn amber heard? if not, what’s your point here? clearly they were joking...at least attempting to. 1 "i'm not sure we should burn amber. she is delightful company and pleasing on the eye. we could of course do the english course of action and perform a drowning test. thoughts? you have a swimming pool." - paul bettany to johnny depp, re: amber heard #wandavision 1 @thejournal_ie "johnny depp joked that he would burn amber heard and ‘f*** her burnt corpse’ in graphic text messages to friend paul bettany." https://t.co/7wxcbpumzw 1 “let’s burn amber [heard]!!! let’s drown her earlier than we burn her!!! i’ll f*** her burnt corpse afterwards to verify she’s lifeless.” he additionally allegedly tried to get heard fired from aquaman, in line with thr. : leisure https://t.co/qjepmllwrs 1 i legit can’t believe paul bettany would fucking say that about amber heard in that article like come on , like “burn amber” ? like i know he was joking about that shit but that’s something u don’t joke about , that’s just disgusting and inhumane to do to a person 1 @lepplady let's raid her house by force and burn amber heard to end this injustice! 1 johnny depp revenge: ‘pirates’ star plans to burn amber heard in tell-all movie? https://t.co/qjyrwcokqe 1 johnny depp said he wanted to 'drown and burn amber heard then f*** corpse' in texts to pal https://t.co/jgqwuevlhw https://t.co/ympkvjzoqq 1 johnny depp said he wanted to 'drown and burn amber heard then f*** corpse' in texts to pal https://t.co/jgqwuenmgw https://t.co/udectnogrm 1 johnny depp said he wanted to 'drown and burn amber heard then f*** corpse' in texts to pal\nhttps://t.co/jgqwuenmgw 1 the johnny depp-amber heard thing remains a siren call of what i see as hollywood toxicity.\n\n"let's burn amber"...one of depp's texts reads... 1 "texts written by actor johnny depp contained death threats against his then wife amber heard, london’s high court has heard."\n\n'let’s burn amber': johnny depp's text threats to ex-wife revealed https://t.co/xweynpvtlt 1 so him sending you text messages about how he wants to burn amber heard's body and then rape her after to make sure she's dead... that's sweet, kind, and gentle? https://t.co/1h3i2e5sqg 1 so, @paul_bettany defended johnny depp by saying he wasn't a violent person even though he'd received text messages from him stating he wanted to burn amber heard and then rape her corpse?! https://t.co/8biwrhw2vk 1 johnny depp alleged texts to paul bettany: 'let's burn amber heard and f*ck her corpse' https://t.co/3ibs5jxa6s #uncategorized #feedly 1 #stopgamergate https://t.co/ecoaupmlun johnny depp alleged texts to paul bettany: 'let's burn amber heard and f*ck her corpse' 1 tw: abuse\nso johnny depp texts where he wants to drown & burn amber heard & then fuck her dead corpse and also calls himself injun (ok at white props who claim to be native) came out... and audio shows amber saying she feared johnny would kill her when he choked her... 1 ‘let’s burn amber’: johnny depp joked about harming amber heard in texts https://t.co/f1zes7cq2o 1 let's burn amber: violent johnny depp threatens to "burn" and "drown" ex-wife amber heard! https://t.co/eg4flocdo6 #amberheard #johnnydepp #violent https://t.co/m1hmpa9cpj 1 johnny depp alleged texts to paul bettany: 'let's burn amber heard and f*ck her corpse' https://t.co/pz6u97l9oq 1 johnny depp alleged texts to paul bettany: 'let's burn amber heard and f*ck her corpse' https://t.co/pz6u97cknq 1 johnny depp: i would like to burn amber. which he obviously didn't do.\namber heard: i hit you johnny. which she obviously admitted and did. find the difference. 1 it’s about damn time that we burn amber heard and courtney love at the stake. it’s time for justice for johnny depp and kurt cobain 1 #amberheardisanabuser #justiceforjohnnydepp \nlovely to see these still trending this morning! what a good morning! crash and fucking burn amber heard 🖕🏻 https://t.co/t3lvozhw1n 1 dumb bitch. fyah burn amber heard 🔥 #justiceforjohnnydepp 1 i don't say this about anyone, but jfc can we please burn amber heard at the stake? 1 johnny depp vs the sun libel case over amber heard domestic violence claims is kicking off. depp's legal team accidentally shared 70,000 texts with the sun's lawyers, including one saying "let's burn amber"\nhttps://t.co/jhx81mcr4i 1 #boyswillbeboys johnny depp alleged texts to paul bettany: 'let's burn amber heard and f*ck her corpse' https://t.co/cqqmofp6ht 1 johnny depp libel trial: star called amber heard ‘a witch’ in text messages, court hears | ents & arts news - https://t.co/gyh9jcobbr \n\njohnny depp sent texts referring to his ex-wife amber heard as “a witch” and saying “let’s burn amber”, the high court has been told during ... https://t.co/nrfjihmdlh 1 @erismourned admitted where?& when did he try to burn amber heard?as far as we know amber heard burned johnny depp's cheek with a cigarette & he was admitted hospital for that. what a man should do after receiving that kinda brutal abuse from his abuser?respect her?adore her? worship her? 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('burn the')].text.value_counts().head(60)
https://t.co/rudwrqcysh pistol and boo, and johnny depp @realdepp, and amber heard (who for the record are no longer 'partners' under the @turnbullmalcolm definition) must be loving the thought of @barnaby_joyce standing in dog shit. burn the shoe, and the smell still lingers. 1 i will never watch anything amber heard stars in nor will i ever buy any product she endorses... and i know for a fact i wont be the only one... anyone who hires that thing might aswell burn their money 1 @warnerbros @wbpictures i swear to god i’ve never pirated a movie in my life but if this shit keeps up with johnny i’m going to personally download the new aquamarines sequels, burn them on cds, and just give them away for free. #justiceforjohnnydepp 1 @endingthings yeah, joking with his best friend in private texts, which aren't so private anymore. besides, they're riffing off monty python. if you don't get the reference, search youtube for "burn the witch". #johnnydeppisinnocent #amberheardisaliar 1 @drxcospatronus yeah, joking with his best friend in private texts, which aren't so private anymore. besides, they're riffing off monty python. if you don't get the reference, search youtube for "burn the witch". #johnnydeppisinnocent #amberheardisaliar 1 if johnny depp is guilty just because his woman accused so, then f*ck justice system and burn the constitution.\n\n#amberheardisanabuser \n#johnnydeppdeservesjustice \n#johnnydeppisinnocent 1 honestly the fact that johnny depp didn’t win his court case against dumb bitch amber heard makes me wanna burn the judicial system now. i have mad respect for johnny depp atm for continuing on with this. he’s amazing and deserves the world. abuse happens to men as well as women. 1 @coven_neissa no. she didn't fuck up his finger, he did. either way, you've missed the point. these people aren't driven by righteousness, they are driven by their hate for amber heard because they are fans - or rather, stans - of johnny depp. they want revenge and to burn the "witch." 1 to burn the tabloids!!! #justiceforjohnnydepp 1 @tralalalumbum burn the bridge !\n#johnnydeppisgellertgrindelwald\n#nojohnnynofantasticbeasts\n#madsmikkelsen be more nobel \n#unitestrike4justice \n#mentoo \nyou know better \nas if #kaecilius is now a #hypocrite?\n#justiceforjohnnydepp 1 so what are we learning from warner brothers request? if you are a male dv victim, don't sue, don't complain, burn the hatchet and move on. otherwise we will gently ask you to quit your job. this is so unfair. what is happened to this world?\n\n#justiceforjohnnydepp 1 @sunflxwervolsix genuine women victims of domestic abuse do not fight back. they are too scared to do anything to their abuser, other than protect themselves. they most certainly don’t punch, slap or burn their abuser as amber heard did, for fear of reprisals. her lies belittle real victims. 1 burn the witch! #justiceforjohnnydepp 1 @politakallisa @jaymiefraser burn the witch!! #amberheardisaliar #amberheardisagolddigger #amberheardisanabuser https://t.co/aodhci3zv4 1 @comegeeksome1 so fuck the judges, their bs judgment, and the uk court system. \nif the courts are not useful to make justice they should not exist. we need some kind of revolution and burn the "lords" in big campfires.\n#justiceforjohnnydepp\n#johnnydeppisinnocent\n#johnnydeppdeservesjustice 1 @sunstroke_house no one can trust corrupt justice systems\nwe need to burn the courts and bring down rotten powers on our societies. \nwe need a revolution!!\n#justiceforjohnnydepp \n#johnnydeppisinnocent 1 @dahlia82295015 @danblock4 if everything she said was hyperbole, how come "monster" & "burn the witch" etc weren't hyperbole as well? double standard much? the truth is johnny depp was held hostage by amber heard. "that must have been terrifying for him."\n\n#amberheardistherealabuser\n#justiceforjohnnydepp 1 a victim would want to burn the clothes along with the memories. she is not a victim. mark my words #justiceforjohnnydepp https://t.co/ohbagjfmjb 1 @lorealparisusa 100% of women, ...and men? who gives a shit. \nhit them, burn them, severe their fingers, withhold their medication, slander and humiliate them. #lorealsupportsabuse #amberheardisanabuser 1 we will drown and burn them with our outrage. now will this be used against me as a threat!? #justiceforjohnnydepp #amberheardisanabuser 1 between jussie smollett and amber heard im just ready to burn the internet to the ground and start over this is /ridiculous/ 1 so this is heartbreaking😢 amber, you're such a fucking bitch and a disgusting cunt! \nburn the hell, you bitch! 🤬 #justiceforjohnnydepp johnny, we love you!❤️❤️ 1 i've ordered the maxim magazine from 2008 with amber heard. i will do an analysis on her interview. \n\nthen burn the fucking thing. 1 need an amber heard cut out to fucking burn then have my dog shit on 1 how can you slice someone’a finger off? how can you burn their face with cigarette? how can you emotionally torture and blackmail someone over and over again and still make yourself out to be the victim? someone you claim to love. amber heard is a monster.\n\n#justiceforjohnnydepp 1 always believed in johnny, give him his justice and burn the witch, amber heard under the spotlight.\n#justiceforjohnny 1 amber heard, a feminist hero, literally layed down a turd on johnny depp’s bed for revenge and blamed the dog. i can’t stop laughing. hey @elonmusk, i’d change the mattress if i were you. burn the previous set. #amberheardisanabuser 1 #amberheard is a liar, abuser, defamer! amber heard should be prosecuted for physical violence as well 🙄 burn the bitch! #amberheardisanabuser #amberheardisfired #amberheardisblacklisted 1 this is so creepy and disgusting !!! 🤬🤬\nburn them to the ground 🔥🔥@adam_waldman \n\nmake some #justiceforjohnnydepp \nhe deserves it!! ♥️♥️\n\njohnny depp accuses uk tabloids of hacking into his phone https://t.co/0i7tfchr4f 1 @realscreengeek as in burn the witch? i completely get it now. #justiceforjohnnydepp 1 support male victims. end amber heard. burn the sun. #johnnydeppdeservesjustice #amberheardisanabuser 1 @ironasticgirl you can't burn the devil. amber heard is the actual devil. 1 burn them to the ground #scummedia #murdochdynasty #bitcottthesun #amberheardisaliar #amberheardisafraud #justiceforjohnnydepp rjohnnydepp https://t.co/iv3ljfbgzo 1 this day is going down in history! johnny depp will burn the sun to the ground along amber heard!\n\n#justiceforjohhnydepp #johnnydepp #amberheardisaliar https://t.co/thzchy9tu6 1 today, amber heard stans will burn themselves with the flames of jealousy.\nbecause today is the day this guy is coming back!! 🔥\n#justiceforjohnnydepp \n#johnnydeppismygrindelwald https://t.co/ncdruqgib1 1 legend will burn the sun today.\nwe are with you sir. \n#justiceforjohnnydepp 1 support male victims. \n\nend amber heard. \n\nburn the fuck out of the sun’s newspapers. \n\n#thescum \n#amberheardisanabuser \n#justiceforjohhnydepp 1 no one cared, because he was a men so, it's natural for woman to hurt men based on feminism, i hate that, may they burn themselves #justiceforjohnnydepp 1 daily reminder that if your tweets make johnny depp cultists burn then you are playing it right 😉 \n\n#happybirthdayamberheard @realamberheard \n#amberheard #westandwithyouamberheard https://t.co/qaqiwuiglv 1 Name: text, dtype: int64
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they really have amber heard on here like her names not about to be burned in the industry 1 amber heard unicorns and rainbows- nothing to see…: https://t.co/u3f49xlowv i have eperienced physical abuse on more than one occasion and i have ptsd because of it. those events become burned in your mind and i can still give a blow by blow of those events. amber heard is lying 1 omfg she's a evil, psychopathic bitch!! she deserves burned in the hell! #justiceforjohnnydepp 1 i never believe amber whenever the first day that she started to told about this shits or now that she is trying to defend herself. bitch you should be burned in hell. #justiceforjohnnydepp 1 obv lies. i was attacked as a kid. i can still describe evrythng in gr8 detail- using all senses. it might not be quite accurate bc of 20 yrs passing but it is burned in my brain as truth. the brain substitutes ovr time, not forgets. real victims know this. #justiceforjohnnydepp https://t.co/qsd2shikms 1 you burned in the fire\n#justiceforjohnnydepp 1 @lonelyiies "i was hitting you. you weren't punshed. i was hitting you. you are such a baby. grow up"\ni even hadn't to look that up. her voice is burned into my brain. brrrrrrrr\nyou clearly never listened to the tapes!\n#amberheardisanabuser\n#amberheardisaliar \n#justiceforjohnnydepp 1 @realamberheard amber heard her intention was to abuse johnny deep's position and after separating from him, she wanted to tarnish his name and destroy his reputation.\n but she herself burned in the fire she made\n these deceitful and sick women must be exposed 1 Name: text, dtype: int64
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amber heard burned by the sun - depp winning at closing! https://t.co/sjjv762i25 via @youtube 2 i hate amber heard with a burning passion 2 i hope amber heard burns in hell 2 and the victims burn photos, throw away memories and move to a new apartment / house / city / country. #amberheardisanabuser 2 #justiceforjohnnydepp #johnnydeppismygrindelwald \nburn hollywood burn. 🔥 2 photo of burned johnny depp in hospital after alleged amber heard attack comes out https://t.co/fw9vdbmdyq 2 @smallscreengb amber heard cut johnny depp's finger off and burnt his face with a cigarette. she called him a coward for going to hospital and asked the estate manager “you ever get so mad you lose it” #justiceforjohnnydepp\n\nhttps://t.co/shr4n5atcq 2 amber heard ile elon musk yeniden birlikte!: amber heard-elon musk çifti, yeni… https://t.co/0kpsjbucxs feedburner 1 guess you burn! #justiceforjohnnydepp 1 why hasn’t amber heard been fired from any of her roles her career deserves to burn 1 watch out for those flames. you’re gonna get burnt. \n\n#justiceforjohnnydepp 1 then you'll burn badly in those flames, you bastards. #johnnydeppisinnocent #justiceforjohnnydepp #johnnydeppismygrindelwald 1 just for calling @leodicaprio pumpkin head n cheated & leo having affair with #amberheard leo ass got burn so he bann #johnnydepp even fans called that act overreacting piece getting angry on such an silly reason n favouring amber this isn't i expect #justiceforjohnnydepp https://t.co/8zvzyoltg5 1 @scentifiedinc @imohumoren @psalms862 really ??? so explain to us why only #johnnydepp had wounds, bruises and ended up in the hospital with a mutilated finger and a cigarette burn on his cheek, and why amber heard was never seen without any serious injuries as she claims. https://t.co/c5lg1lt606 1 #justiceforjohnnydepp all because of #amberturd #amberheardisanabuser he loses #fantasticbeasts franchise. used to burn witches like her centuries ago 1 enjoy life first burn later.\namber heard go to hell. 1 @kirinokousakas the #snydercut is going to be burning garbage anyway, as if anyone actually gives a sh*t about it 😂\n\ndomestic abuser #amberheard should be jailed, not celebrated. f**k @warnerbros and anyone else who supports her.\n\n#amberheardisanabuser #justiceforjohnnydepp 1 justice nicol, your ruling is the laughing stock of the entire globe. how's that burn feeling? \n#justiceforjohnnydepp 1 you burned in the fire\n#justiceforjohnnydepp 1 you guys tell me... should i burn it? throw it away? any recommendations? 😅👀😑 #amberheardisanabuser #amberheard #mera #aquaman #johnnydepp #johnnydeppismygrindelwald #warnerbros #wb https://t.co/i1vpv41s9s 1 disney/marvel actors stay real quiet when their poc/female colleagues get bullied on the internet and paul bettany jokes about raping the burnt corpse of amber heard but when some people on twitter call crisp rat a republican they jump to his rescue lol 1 @tmz why do you write about something you clearly do not know what it's about tmz?\npersonally, i will never forgive amber heard for what she has done. she will burn in hell.\n#amberheardisanabuser 1 @thatburnleylass amber heard? 1 i really don't get why ppl are defending johnny depp when he joked about how he wanted to rape amber heard's burnt corpse, like they both clearly suck, there is no good guy there 1 i hope amber heard burns in the pits of hell for what she did to johnny depp like i’m genuinely so heartbroken for this man https://t.co/k1cmego0uv 1 what good has scamber ever done for the man she said she loved? nothing! fucking golddigger bitch! burn!\n#amberheardisanabuser #amberheardisaliar 1 @warnerbros supports spousal abuse. fuck the crimes of grindlewald and support johnny depp. amber heard should burn! 1 @warnerbros frankly, fuck you. #johnnydepp may well have suffered a miscarriage of justice and you refuse to support him or respect the fans of the series. may you crash and burn. #justiceforjohnnydepp 1 i want her to burn in hell. #amberheardisanabuser 1 @sunflxwervolsix it would be good justice if she does the shoots too and then has her fragile delicate ego smashed when she gets told they are going to junk the footage. crash and burn a💩\n#justiceforjohnnydepp \n#amberheardisanabuser 1 woke up to the news of johnny depp im sad. amber heard can burn in hell 1 what these stupid #tabloids are doing to johnny depp is absolutely disgusting! they’re willing to write lies about anyone just to get the cash, you know? don’t read the tabloids. #burnthetabloids #justiceforjohnnydepp #johnnydeppisasurvivor 1 we hope u burn in hell abuser @realamberheard #justiceforjohnnydepp #amberheardisanabuser 1 they do this to johnny (who's proved to be the victim) and they did nothing with amber heard for aquaman.\nwarner bros will burn in hell for this injustice. 1 inec announces date to introduce electronic voting in nigeria’s elections \n\nhttps://t.co/uqhg4x2fhp\n\ndavido #omahlay #uselectionresults2020 cuppy nora imessage \nasuu falz amber, #justiceforjohnnydepp griezpresident buharimann united states of america #bidenharis2020 burna 1 sanwo-olu signs executive order to rebuild lagos after massive destruction by hoodlums during #endsars protests\n\nhttps://t.co/byhft3tyxz\n\ndavido #omahlay #uselectionresults2020 nora \nasuu falz #justiceforjohnnydepp president buhari united states of america #bidenharis2020 burna 1 watch the moment lady throws surprise 65th birthday package for her mum in the market (video)\n\nhttps://t.co/8khnxsckiq\n\ndavido #omahlay #uselectionresults2020 nora \nasuu falz #justiceforjohnnydepp president buhari united states of america #bidenharis2020 burna 1 @henrytomasino35 @realamberheard amber heard the abuser? or amber heard the shit taker? or amber heard the cigarette burner? 1 @realamberheard amber heard\n * burns johnny's face with a cigar\n * threw bottles of vodka at her and caused her to lose part of her finger\n * assaulted your previous partner\n johnny depp\n * hits her out of obvious tiredness from being attacked\n idiots\n * see what johnny did more seriously https://t.co/rxombfzfdf 1 @wbpictures @warnerbros fuck you . believing the sun ignoring all the evidence. towards amber heard and the sun. i hope wb burns to the ground. when, you start to protect women and staff who abused the law . even, tho the sun and ah provided false evidence and other issues . 1 fuck you amber heard i hope you burn in hell 1 johnny depp's fans launch twitter war on amber heard saying 'i hope you burn in hell' after pirates of the caribbean star lost his high court libel battle \nhttps://t.co/projeg38h2 1 @lorealparisusa 100% of women, ...and men? who gives a shit. \nhit them, burn them, severe their fingers, withhold their medication, slander and humiliate them. #lorealsupportsabuse #amberheardisanabuser 1 #amberheardisanabuser she will pay for this shit. johnny is innocent and he faced violence. she's trying to impose some fake feminism here. hurting men in the name of feminism is shit. may you burn in hell miss heard.\n#justiceforjohnnydepp 1 @acid_oasise @it_meirl_bot uh he said he wanted to drown and burn amber heard and rape her body. but he wasn't an abuser he was just a victim i guess 1 anyone who knows anything about johnny depp knows he’s innocent. i hope amber heard,warner bros, and disney burn in hell. #amberheardisanabuser #destroyherreputation #amberheardisaliar #amberheardistherealabuser #amberheardabusedjohnnydepp #amberheardistheabuser #justiceforjohnny 1 i hope you burn in hell #amberheardisanabuser 1 amber : \nthrows vases n jars at johnny \nburns his face w/ a cigar \ncuts off his finger \npunches, hits him \nhid his medicines\n@purugly2 : it doesn’t matter \n\njd: leaves the room when she gets physical \n@purugly2 : he is a wife beater \n\n#justiceforjohnnydepp #johnnydepp 1 @loreal @movember a mask would come in handy to cover johnny depp's facial cigarette burns from your spokesperson amber heard. #justiceforjohnnydepp #fireamberheard 1 @loreal you know what's really pronounced on a man's face, cigarette burns. #justiceforjohnnydepp 1 in support of johnny depp i think everyone should just not watch aqua man 2 or any movie amber heard is in until this renew his contract. watch the box office burn.\n\n#boycottwarnerbros \n#justiceforjohnnydepp 1 i hope it burns when you pee amb(us)er #amberheardisanabuser 1 poor mr . depp 🙁, i feel bad that he has to leave warner bros.\n#johnnydepp #justiceforjohnnydepp #burninhellamberheard #johnnydeppisinnocent #johnnydeppfan https://t.co/jy3kvome3z 1 @wbpictures we are the spark that will light the fire that will burn until johnny depp gets the apologies and justice he deserves from you and everyone perpetuating his abuse by amber heard and her ilk. #justiceforjohnnydepp https://t.co/chnoaekmyx 1 i hope next year is better for the whole world, it's been crazy. i wish you all the best. except you amber heard you can burn in hell. :d 1 exactly! and real victims have real, serious injuries like cut fingers & cigarette burns in the face! #justiceforjohnnydepp 1 this is a daily reminder that #amberheardisanabuser and a liar and i hope she burns in hell. #justiceforjohnnydepp 1 @harryspotter8 rather #gellertgrindelwald ignite the #circleflames of #truth to burn away all #corruption \n\n#justiceforjohnnydepp 1 amber heard deserves to burn in fucking hell 1 the fact that amber heard has admitted to have abused jdepp on recording yet he's the one being painted as the bad guy🤡🤡🤡 she cut off his damn finger, shat on his bed and burnt him with a cig butt and more . why is she roaming free without any charges or repercussions??? 1 Name: text, dtype: int64
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i hope amber heard rots in hell 7 amber heard can rot in hell 4 thank you #johnnydepp for existing. for continuing to fight for the truth & justice to see the light, even though it shares the hell you indured the past 6-7 years.\nwe stand with you on the right side of the roaring rapids.\n#justiceforjohnnydepp\n#johnnydeppisinnocent\n#ibelievehim 3 amber heard can rot in hell. 3 there’s a special place in hell for amber heard 3 “[amber heard said hello to the other women who were also cleaning, but not to me. ms. heard then called me over to talk to her in the living room. her face was pale & she did not appear to be wearing any make up. i saw no bruises or marks on her face of any kind“\n- hilda vargas 2 we'll never quit! we'll rally! we'll grow in numbers! we'll never be silenced! we're not bots! we're pissed off deppheads & domestic abuse survivors & sexual abuse survivors! we've seen hell & come back from it! we'll fight until johnny obtains justice! #justiceforjohnnydepp 2 amber heard deserves hell 2 i hope amber heard burns in hell 2 so in a world of equality women have the right to lie and destroy men's careers, amber heard, monica rial, jamie marchi, etc, this whole believe all women needs to stop, women can be petty minded bitches who can be ruthless, the phrase is hell hath no fury like a woman scorned... 2 amber heard is going to hell 2 there's a special place in hell for amber heard 2 hope amber heard goes to hell 2 what the hell #justiceforjohnnydepp 2 amber heard can go to hell 2 .@ms_waltner give them hell, jd! i will stand by you & the truth. be happy & do what makes you happy. you truly deserve it. lots of respect & love to you. ❤️❤️❤️#justiceforjohnnydepp #ibelieveinyoujohnny #johnnydeppisinnocent #acceptthetruth #istandbyyourside ⭐️❤️⭐️ 2 may amber heard rot in hell. 2 if enough people are interested then we'll go from there, and hell to the nah it won't be going on youtube with their smearing ass selves. we'll figure out something else. in the meantime let's gauge some interest. #justiceforjohnnydepp 1 @seanbonau @johnnycdebt @wbhomeent @adam_waldman @sunstroke_house @ryanleone85 @victoriamary @thatumbrella @brightonava @comegeeksome1 @darth_news @enterhacker @wars_everything @thatbrianfella @lostbeyondpluto @pirates365 @podcastnow15 @andysignore @iamshelbysoup @spirituallyemp1 @steviejraw @johnnydeppproj1 @tiffanydaniels @mc_truthy @yellowflashguy i've seen it. despicable, victim shaming bastards! i was playing nice but f*ck it! let's unleash hell!!\n\n#boycottwarnerbros\n#warnerbrosloveabusers\n#warnerbrosprotectabusers\n#warnerbrosmocksurvivors\n\n#justiceforjohnnydepp https://t.co/3wsd0kfnut 1 as a victim of physical bullying and abuse, i'm literally crying. this is not okay. @warnerbros you don't have any consideration for real victims. this is sad and pathetic. representing victims coming forward as crying babies is low. go to hell #justiceforjohnnydepp 1 esch other and we know we've been through hell and back. amber heard is no victim. and @warnerbros @wbpictures y'all are a bunch of disgusting pigs. shame on y'all for making fun of a victim. shame on y'all for allowing this disgusting scene ruin childhood memories for some of 1 #justiceforjohnnydepp what the hell.... steven spielburg is involved in mocking jd's abuse survival????????!!!! 1 hey @markpoloncarz you’re a fucking clown, @nygovcuomo you’re also a fucking clown. \n\nwhile i’m here, @wendywilliams fuck you too. \n\nlast but not least, amber heard i hope you rot in the deepest pits of hell. 😊 1 excuse me? oh hell no, she got change too?? oh hell no, this is too much at this point. #justiceforjohnnydepp #amberheardisanabuser 1 it's ironic that @realamberheard wants the role of the indivisible woman in fantastic4 -she's trying so damn desperately to be in the light & claw her lying ugly ass up from hell. honey your only famous for being a liar and abuser. #wejustdontlikeyouamber #justiceforjohnnydepp 1 if you wanna support johnny depp if you really want justice for this poor man that’s been through hell and back you need to #boycottwarnerbrothers\n\nwho’s with me?!!!\n\n#justiceforjohnnydepp 1 this is a smear campaign by @warnerbros @wbpictures @att to smear #justiceforjohnnydepp name. to mock him and call him a liar. i hope they all rot in hell and they end up in court over it. 🖕🏼u for abusing a victim. #amberheardistherealabuser #boycottwarnerbrothers 1 @stand_by_johnny @nprdad listen the truth! but i see that you prefer makefun of victims of dv. \nas a survivor, i hope that you never have to go through the hell that it is fighting for your live while your partner hits you. \n\n#boycottwarnerbrothers \n#boycottwarnerbros\n#justiceforjohnnydepp 1 @johnnycdebt @wbhomeent to hell with warner brothers @wbpictures @wbhomeent @warnerbros screw you #boycottwarnerbrothers #justiceforjohnnydepp 1 @whoisitbad yeah, that’s exactly right. they haven’t realised that the well-being of the people they employ must come first over finances. it’s the same with most major hollywood studio to be honest, they all care more about money. amber heard deserves to rot in hell. (1/2) 1 @1570_landa so people who surround you grab you by arms daily? what the hell, do you live in a cell block or in the prehistoric era??! 🤣\n👆 this shows that who follows amber heard is just part of problematic people who need to be fully reformed. 🤦 1 @wbpictures @warnerbros you guys are fucking retarded and crazy why the hell you are using johnny’s name \njd should sue warner bros for defaming him \nthis is what they do when a dv victim comes to fight against his abuser \nshame on you @warnerbros\n\n#justiceforjohnnydepp 1 what the hell?! so @wbhomeent\nare making fun of johnny depp in their new animaniacs? just when i thought they couldn't sink to a new low. and here i used to love the animaniacs. \n\n#boycottwarnerbrothers \n#justiceforjohnnydepp \n#johnnydeppisinnocent 1 say hello to bad publicity. @theanimaniacs @hulu @hulu_support @wbhomeent take that shit down! #boycottwarnerbrothers #justiceforjohnnydepp https://t.co/75tp2lgdf6 1 please please...#justiceforjohnnydepp who the actual hell allowed some lowlife to do this....🤬😡 1 2/2 for #boycottwarnerbrothers to belittle and poke fun out of a dv survivor is beyond disgraceful. #warnerbrothers are literally saying domestic abuse doesn’t matter. \n\ni’m sure there won’t be an apology ... so i hope they burn in hell. \n\n#justiceforjohnnydepp 1 @samjismokes what the hell? did they really do this??? @wbpictures ya'll are some sick puppies and i for one won't ever see any movie, cartoon, or ever go to any theme park that includes any of your characters. #yallaresick #justiceforjohnnydepp 1 who the hell does she think she is? the mother fucker amber heard!! a third category mediocre actress! she is nothing near the star and icon johnny depp, and warner brother knows this is yellow crap press the sun!! fuck all of them! wait the veredict in usa! 1 @mtopolini who the hell does she think she is?the mother fucker amber heard!! a third category mediocre actress! she is nothing near the star and icon johnny depp, and warner brother knows this is yellow crap press! fuck all them! wait the veredict in usa! 1 f 🖕🏼 u @warnerbros @att may you all burn in hell and your billions in debt bury you. you won’t receive a penny from me. allowing your company to continue to abuse a domestic abuse survivor. #boycottwarnerbrothers #justiceforjohnnydepp #amberheardistherealabuser 1 let's see who the hell is going to support them?😑😡\n#boycottwarnerbrothers \n#boycottwarnerbros\n#justiceforjohnnydepp \n#johnnydepp 1 how the hell can warner brothers think this is ok, her lies were proved at the very least she should be included in their mocking. #justiceforjohnnydepp https://t.co/ssealdzg1c 1 this is ridiculous and really bad timing. the world is shouting in their support for johnny depp, and this is @wbpictures response? read the fucking room !! warner bros i hope you burn in hell. you are going down. #justiceforjohnnydepp #boycottwarnerbrothers #amberheardisaliar 1 so close to 1.5 million!!\nboth amber and warner bros don’t like this one so even more reason to share the hell out of it https://t.co/w3yqskjyna \n#boycottwarnerbrothers #amberheardisanabuser #justiceforjohnnydepp 1 @wbpictures @warnerbros what the hell is this???! this is beyond disrespectful #boycottwarnerbrothers #justiceforjohnnydepp #boycottwarnerbrothers https://t.co/lzc17hqcly 1 what the hell???\nthis is a horrible thing to do @warnerbros!!!\nyou should be ashamed\n\n#justiceforjohnnydepp 1 @k_dewolfwrites @nprdad i was so happy when i heard they were bringing back the animaics, no way in hell will i let my adult son who has autism see this garbage, no way in hell. how dare they? #boycottwarnerbrothers #justiceforjohnnydepp 1 @warnerbros why the hell u r defaming him and what ever your relationships are with that bitch amber keep it to urself stop defaming johnny depp \nu r @warnerbros today because of johnny 99% of the audience sees ur movies bcuz of jd\n\n#justiceforjohnnydepp \n#boycottwarnerbrothers 1 @wbpictures @wbhomeent may your entire studio rot from within until it sinks into the depths of hell. #justiceforjohnnydepp #boycottwarnerbrothers 1 go. to. hell. @wbhomeent @wbpictures #justiceforjohnnydepp 1 @jenebete it was terrible to realize that johnny depp (someone i admire so much) has suffered so much and has gone through hell just like me. so, now, i support #justiceforjohnnydepp because all victims need to be heard. 1 share the hell out of this, comments have been removed, its not turning up in searches and now theres no option to donate! \n#johnnydeppisinnocent #justiceforjohnnydepp \ndc entertainment: remove amber heard from aquaman 2 - sign the petition! https://t.co/efytmu26yt via @ukchange 1 @getfandom @collider what the hell was kiera knightley? idiots. another one i’ll look forward to not spending money on #nojohnnynopirates\n#justiceforjohnnydepp 1 what the hell johnny should have been able to keep his job and amber heard loose her job this is injustice and stupid. the industry rather keep an abuser and punish an innocent person. #amberheardisaliar #amberheardisanabuser #justiceforjohnnydepp #johnnydeppisinnocent https://t.co/407vc2l8ec 1 @skirving_stacey @dior according to twitter your post is something i would view as offensive.. @twitter what the hell.. how is dior offensive? how is #justiceforjohnnydepp offensive? wtf! https://t.co/jyiw63t4pn 1 amber heard can rot in hell #justiceforjohhnydepp 1 i really dislike this picture they both look so mean what the hell did jd ever see in her #justiceforjohnnydepp #amberheardisanabuser https://t.co/cojzhmcel6 1 @wgtc_site how the hell are they so out of touch with reality?? i literally haven't met a single person who likes amber heard. 1 @dev_has_had_it @offic1alabigail @bridash @snow_blacck baffling how the majority just let amber heard live her life like nothing happened while making depp go through hell..\n\nstill doesn't stop him from at least saving himself from direct abuse from her by moving out of harm's way and having a single problem to deal with (reputation) 1 i got to admit that before everything thats happening to johnny depp with amber heard now. she was my crush in never back down... but now. helll noooooo. 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('in hell')].text.value_counts().head(60)
i hope amber heard rots in hell 7 amber heard can rot in hell 4 amber heard can rot in hell. 3 there’s a special place in hell for amber heard 3 there's a special place in hell for amber heard 2 may amber heard rot in hell. 2 i hope amber heard burns in hell 2 screw britney spears' dad and amber heard i hope you both rot in hell. #freebritney #amberheardisanabuser 1 rot in hell amber heard \n\n#amberheardisanabuser \n#justiceforjohnnydepp 1 fuck this cunt amber heard fucking bitch burn in hell u twat 1 @wbpictures @dccomics 877,000 people say that you need to fire #amberheardisanabuser. she should have been axed the moment those recordings were made public. but having now discriminatorily fired #johnnydepp there's no way in hell she should get to remain. #justiceforjohnnydepp 1 just a quick psa. \n\non my twitter account we stan johnny depp and we hope amber heard rots in hell cause shes a bitchhhhhhhh. \n\nthat's all carry on😊. https://t.co/bqvoz9n6tp 1 @artsaheard @craig232 @realamberheard you’re supporting an abuser so what type of person does that make you? amber heard deserves a lot worse than harassment i hope she burns in hell for what she has put johnny depp and others through #justiceforjohnnydepp 1 @realamberheard you’re an absolutely disgusting and vile human being!! you know god damn good and well that you are the abuser and not johnny!! i hope you burn in hell. you’re an evil bitch!! #amberheardisaliar #westandwithjohnny 1 just informing everyone that i will be catching amber heard in hell 1 never used twitter a day in my life but made this just to say fuck you amber heard. there’s a seat in hell with your name. not to mention you’re a shit, bland, emotionless actress. @realamberheard 1 fucking trash. @realamberheard i hope you will rot in hell. you're disgusting. \n#amberheardisanabuser \n#justiceforjohnnydepp 1 johnny depp's fans launch twitter war on amber heard saying 'i hope you burn in hell' after pirates of the caribbean star lost his high court libel battle https://t.co/ueb0kctfdl https://t.co/ulycwk3plw 1 women that physically abuse men and then play the victim, have a special place in hell. i’m talking to you amber heard! 1 amber heard must not put in jail cause she deserves in hell!\n\n#justiceforjohnnydepp\n#fireamberheard 1 just imagine: a man getting caught beating in his wife and on record him saying “i didn’t punch you i just hit you.....you’re such a baby” and the woman losing her job?!?! amber heard can literally rot in hell 1 the fact that amber heard is still walking around as a free woman is literally the most disgusting thing. i have 0 tolerance for abusers. there is a special place in hell for her 1 i hope you rot in hell you piece of trash!! #justiceforjohnnydepp 1 the only place i want to see amber heard is in hell. 1 all i have left to say is...\n-warner bros. fuck you.\n-amber heard, i hope you rot in hell.\n-johnny depp, you deserve the world.\n#warnerbros #boycottfantasticbeasts #johnny depp #amberheardisaliar #amberheardisanabuser #johnnydeppisasurvivor 1 it’s actually insane how much i want amber heard to burn in hell what a fucking disgusting bitch she is 1 fuck amber heard she gonna rot in hell 1 man fuck wb and fuck @realamberheard! how can you call yourself a good person who cares about the people when you fucking abuse someone! abuse is abuse no matter the gender! @realamberheard i hope you get yours and there’s a special place for you in hell!! #justiceforjohnnydepp 1 anyone who knows anything about johnny depp knows he’s innocent. i hope amber heard,warner bros, and disney burn in hell. #amberheardisanabuser #destroyherreputation #amberheardisaliar #amberheardistherealabuser #amberheardabusedjohnnydepp #amberheardistheabuser #justiceforjohnny 1 #amberheardisanabuser she will pay for this shit. johnny is innocent and he faced violence. she's trying to impose some fake feminism here. hurting men in the name of feminism is shit. may you burn in hell miss heard.\n#justiceforjohnnydepp 1 burn in hell amber heard!\n#jhonnydepp 1 fuck you his career will never be over, fuck amber heard i hope she she rots in hell #justiceforjohnnydepp #johnnydepp #amberheardisanabuser #johnnydeppisinnocent https://t.co/bmxbztoplg 1 i’ll make sure to beat amber heard’s ass in hell 1 may amber heard live in hell 1 #amberheardisanabuser you big b**** i hope you burn in hell for everything you've done... #justiceforjohnnydepp johnny is an amazing guy that deserves more. amber heard you're gonna pay for this!' https://t.co/qwzstx8kbl 1 amber heard can fuck all the way off. special place in hell for a psycho bitch like her. 1 @wizardingworld @fantasticbeasts @nhm_london no way in hell am i watching another fantastic beasts after how you treated johnny depp. worse off, wb fires depp but not amber heard. 1 i want amber heard and all other gingers except for like 4 to burn in hell for eternity :) 1 @socavalier @chisoxfanmike ok. i’ll ask you this respectfully . seen anyone wearing a micheal vick jersey recently? know any fans of oj simpson? anything good said about amber heard recently? and i personally believe there’s a special place in hell for john lennon. 1 #fckamber #justiceforjohnnydepp amber, burn yourself in hell!!! #amberheardisanabuser #amberheardisaliar https://t.co/qlav1gidxo 1 fuck you amber heard i hope you get what you deserve in hell #justiceforjohnnydepp 1 hi, i'm gonna be angry for a second. :)\n\nfuck amber heard stupid fucking bitch ass hoe rot in hell 1 yeah idc how nice it is to look at jason momoa without a shirt. if amber heard isn't fired from aquaman 2, there's no way in hell i'm watching it 🤷♀️ #justiceforjohnnydepp 1 @aquamanmovie no way in hell am i seeing aquaman 2 with amber heard. if warner bros is gonna fire johnny depp, fire them both. 1 the country was so divided for the election yet we can all agree that johnny depp deserves better and amber heard should rot in hell and i think that’s beautiful 1 i'm boycotting warner brother's for their idiotic decision. along with amber heard. they deserve to have burning coals under their asses for this.\n#amberheard i hope you rot in hell lol https://t.co/1kdb2sxjtz 1 i truly hope amber heard rots in hell. 1 when are they gonna fire amber heard from aquaman like i straight up refuse to watch it cause no way in hell am i letting any of my money go in her pocket 1 anyone who still supports amber heard even after knowing the johnny depp things deserve to rot in hell 1 amber heard just said that all who support johnny on here are being paid or are a bot. amber, i assure you i am real. i have a mind of my own that recently got me into college. that being said, you are a monster. i hope you rot in hell. #amberheardisanabuser #justiceforjohhnydepp 1 i hope you burn in hell #amberheardisanabuser 1 2/2 for #boycottwarnerbrothers to belittle and poke fun out of a dv survivor is beyond disgraceful. #warnerbrothers are literally saying domestic abuse doesn’t matter. \n\ni’m sure there won’t be an apology ... so i hope they burn in hell. \n\n#justiceforjohnnydepp 1 @lassieking @thesun coming from a rag that made it so much harder for victims to speak out, particularly if they’re male. you are shameless and every one of you who works there will rot in hell. #justiceforjohnnydepp #jft96 #thankyoudior #survivorsstandwithjohnny 1 amber heard can rot in hell #justiceforjohhnydepp 1 i’m not the type to condone death threats but i hope to see amber heard in hell soon 😺 1 fuck you amber heard, burn in hell bitch 1 this is a smear campaign by @warnerbros @wbpictures @att to smear #justiceforjohnnydepp name. to mock him and call him a liar. i hope they all rot in hell and they end up in court over it. 🖕🏼u for abusing a victim. #amberheardistherealabuser #boycottwarnerbrothers 1 @whoisitbad yeah, that’s exactly right. they haven’t realised that the well-being of the people they employ must come first over finances. it’s the same with most major hollywood studio to be honest, they all care more about money. amber heard deserves to rot in hell. (1/2) 1 @k_dewolfwrites @nprdad i was so happy when i heard they were bringing back the animaics, no way in hell will i let my adult son who has autism see this garbage, no way in hell. how dare they? #boycottwarnerbrothers #justiceforjohnnydepp 1 this is ridiculous and really bad timing. the world is shouting in their support for johnny depp, and this is @wbpictures response? read the fucking room !! warner bros i hope you burn in hell. you are going down. #justiceforjohnnydepp #boycottwarnerbrothers #amberheardisaliar 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('inhell')].text.value_counts().head(60)
my daily dose of johnny depp\n\n#wearewithyoujohnnydepp\n#johnnydeppisinnocent\n#youcantkeepagoodmandown\n#ibelievejohnnydepp\n#johnnydeppisasurvivor\n#johnnydeppwillnotbeburied\n#amberheardisanabuser\n#ambitch\n#burninhellambitch\n\nphoto credit to rightful owner https://t.co/mkjux4dvzm 1 @gwennafran @tralalalumbum @mayak215 @2020burninhell @lion_witch @brandy01679992 @realamberheard i think everyone's intentions are good and mine as well. \n\ni'd be willing to bet many of amber heard's harshest critics have benefited from the same human reward system as ah.\n\nfalse accusations are no where near as rare as some would like us to believe. 1 @mayak215 @gwennafran @tralalalumbum @2020burninhell @lion_witch @brandy01679992 @realamberheard not me. i'm specifically saying amber heard is a false accuser. 1 @jeweleldora @lightrey @mayak215 @2020burninhell @lion_witch @brandy01679992 @realamberheard false accusations and smear campaigns are extremely common in people with cluster b personality disorders. amber heard's behaviour doesn't surprise me, i know plenty of cluster b women who's favourite hobby is smearing others. i think pple r uppset bc u said u wanted 2 defend ah 1 @jeweleldora @mayak215 @lion_witch @2020burninhell @brandy01679992 @realamberheard amber heard's personality disorders (npd/aspd/bpd) and her refusal to get the help she needs is what's got her here. having these disordera means hyperactive amygdala making her compulsive, paranoid, sees threats everywhere & underactive prefrontal cortex-> makes her unreasonable 1 @jeweleldora @lightrey @mayak215 @2020burninhell @lion_witch @brandy01679992 @realamberheard nobody wants to keep false accusations a taboo. i'm happy that amber heard is being exposed so that people will learn that there are a lot of abusive lying women out there. alexithymic is not always associated with cluster b, and the percentage of people with cluster b is 2-8%. https://t.co/xbct3rjmvf 1 @_stark5 @2020burninhell @thenamesq agreed! amber has to pay for friends and post on a made up instagram account (amberheardit). the media can spin it, but the people aren’t buying it. 2021 will be the reckoning for amber heard. johnny depp will be vindicated. 1 @jeweleldora @tralalalumbum @mayak215 @2020burninhell @lion_witch @brandy01679992 @realamberheard (2/2) because make no mistake: amber heard is turning into the face of the dangers of false activism, fake metoo movement and dv perpetrated by women. she’s scarred by this and there’s no getting out of this 1 @mayak215 @aatifaliye @tralalalumbum @jeweleldora @2020burninhell @lion_witch @brandy01679992 @realamberheard she sounds a bit confused and disingenuous. started out by saying it was about the hashtags #amberheardisaliar and # johnnydeppisawifebeater and that she would defend ah. but why on earth include the jh hashtag if it's about women making false accusations and ah the scapegoat. 1 @rideordis @cliftkurt @2020burninhell @courttv @tvashleigh is an abuser enabler. as a dv survivor, i find her just as disgusting as @realamberheard \nno one should be able to get away with abusing others and every abuser should face consequences. \n#domesticabuse #amberheardisanabuser 1 @jeweleldora @mayak215 @littlenashyyup @mimasdiaries @tralalalumbum @2020burninhell @lion_witch @brandy01679992 @realamberheard so you defend amber heard because you know without doubt that she is an abuser but since abusers are common, she is being used as a scapegoat. i said it before. will say it again, this doesn't make any sense 1 @angiex0101 @rideordis @cliftkurt @2020burninhell @courttv @lostbeyondpluto @rupertmurdoch #rupertmurdoch owns @thesun and all the tabloids and so-called serious newspapers are scared that this case will set a precedent if #justiceforjohnnydeep win because they might become liable to a flood of lawsuits. #amberheardisaliar played them like a fiddle. 1 @2020burninhell @thenamesq @winedoodles @mrsdepp_head well , they have nothing much to do 😂 it must get really boring waiting for they're kween to appear in a movie that will never happen ..boohoo a.h. stans #wetoldyou..😂 #amberheardisaliar 1 @2020burninhell @isuckatbeingag1 as long as we stick together just for #justiceforjohnnydepp and do not let anybody separate us. 1 @2020burninhell absolutely! together we stand #justiceforjohnnydepp 1 @2020burninhell i'll drink to that. johnny deserves support...☠🏴☠️ #justiceforjohnnydepp 1 @d_royalti @2020burninhell hello dear deppheads & johnny depp supporters! wearenotbots photo movement here: https://t.co/7co9m29gvm please join & share! #justiceforjohnnydepp https://t.co/08vyxqlvhd 1 @littlenashyyup @mimasdiaries @tralalalumbum @mayak215 @2020burninhell @lion_witch @brandy01679992 @realamberheard i'm not sure i understand the second sentence but the first one seems genuine. \n\ni wanted the opinion of those posting #amberheardisaliar and #amberheardisanabuser to see if the issue was that they're against false accusations or if they're against amber heard exposing them. 1 @gwennafran @tralalalumbum @mayak215 @2020burninhell @lion_witch @brandy01679992 @realamberheard my angle is to say amber heard's behavior isn't unique. it's common. darvo they call it. deny attack reverse victim offender \n\nvery common and she's being scapegoated. i don't like her behavior but it's not unique and i'd imagine her loudest critics don't want this understood. 1 @sparrhoe @2020burninhell i know johnny is an atractive man, but i am not attracted to him, he is a lot older than me and i just dont see him that way. i do believe his is a great actor and an amazing human being that deserves justice after what he has been through. money is only relevant to amber heard. 1 @lightrey @mayak215 @2020burninhell @lion_witch @brandy01679992 @realamberheard you've suggested i'm misunderstanding. i'm suggesting a different frame. we stop villianizing amber heard, and start looking at the mechanisms that fuel false accusations, which are more common than we'd like to admit. https://t.co/xexrmjzidt 1 @2020burninhell @venera52860466 @thenamesq because for people like amber heard ? money is king 👑$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$ 1 i wonder if eharmony would match amber heard with @erictrump who also stole from sick children. a regular " #matchmadeinhell" 1 in the wise words of @2020burninhell “pondy the fuck up”\nbring us the documents and the evidence amber. paying for the charity now isn’t gonna work either. 😂😂😂\n#justiceforjohnnydepp https://t.co/icaig0dagb 1 @gwennafran @2020burninhell look someone has made a list of #twitter accounts that are private humans appalled at the #press of #lies attacking #victim of #abuse #mentoo stop shoving #dangertoothers #amberheardisaliar in our public faces !\n\n#criminal corrupt #defective #fraud0wife has no merit nor good will 1 @shuggy222 @tralalalumbum @2020burninhell @mygrindelwald @dailymailceleb @eve_barlow you can't cherry pick lies. if you lie so easy about donating then you can lie about more your credibility is gone. ah committed a elaborate hoax based on dv for $$ the most important thing to ah was not being called a #amberheardisagolddigger not the dv #amberheardisanabuser 1 @2020burninhell @truthwa04142022 @sarahmkii1 the thing is twitter picks up amber heard so if you search just amber heard that would have come up. maybe her bots are searching her that and reporting. 1 @devillines @mrsdepp_head @2020burninhell having not read this amber heard article yet, whoever is guilty should have been both sued and arrested but i know that doesn't always work out like that! 1 @thenamesq @2020burninhell @fido64261825 @quietheartbeatz that is unbelievable to me , he discarded serious evidence people and regarded amber heard as a beacon of the truth ... there's no hypocrisy here ..wtf 1 @tralalalumbum @2020burninhell she is ambersplaing. #amberheardisaliar #justiceforjohnnydepp 1 @mayak215 @lion_witch @2020burninhell @brandy01679992 @realamberheard you'll notice a lot of people get real blocky when i suggest that some of the loudest voices condemning amber heard may also have dv cases that are in dispute.\n\nsuggesting that women lie about dv or sa more frequently than is understood makes many people very uncomfortable. 1 @mayak215 @lion_witch @2020burninhell @brandy01679992 @realamberheard that's great news. many women never come to realize the damage their false accusations cause. that's another angle i aim to defend amber heard. you wouldn't want your daughter held to the standard we're holding amber heard to, would you? 1 @mayak215 @lion_witch @2020burninhell @brandy01679992 @realamberheard if yes, please give her cell number and i'll give it to everyone posting #amberheardisaliar \n\nthat was a joke, btw, i don't want your daughter's phone number. ;) 1 @mayak215 @lion_witch @2020burninhell @brandy01679992 @realamberheard ahhhhh, the old one way communication trick. \n\nwhere have we seen that before. \n\ni have no doubt what she experienced is real. \n\ni also believe her version of events, much like amber heard's is disputed by someone who doesn't have johnny depp's resources. 1 @mayak215 @2020burninhell @lion_witch @brandy01679992 @realamberheard i have no idea what i'm being tagged in. i'll post my article when it's done. i appreciate the input from so many people from the "amber heard is the only false accuser in history" community. 1 @jeweleldora @mayak215 @2020burninhell @lion_witch @brandy01679992 @realamberheard you started with a very specific declaration that you intend to defend amber heard and asked for input, i'm not sure why you're surprised that people responded by addressing amber heard's case. 1 @2020burninhell @thatbrianfella you are reading it correctly.\n#justiceforjohnnydepp \n#amberheardisaliar\n#amberheardisanabuser 1 @2020burninhell @samjrakoh @jarofturd here is me and johnny. ❤️🏴☠️❤️\n#notabot #justiceforjohnnydepp #johnnydeppisinnocent https://t.co/cdfrrxp6oj 1 @jordanroubion @saparandis_ @ashalostinhell @hafizhiman7 ok, so who holds amber heard, asia argento, the sacred heart student and uc davis girl accountable? people are always influenced by others. abusive/neglectful parents, friends, bad teachers etc. while we all need to be held accountable, rarely is the fault solely on one alone. 1 @2020burninhell sorry thought that was amber heard doing her un pitch for a moment.... 1 @juliewi01978654 @2020burninhell she should be in prison or a psychiatric hospital. i really think she is a danger to society. #amberheardisaliar #amberheardisagolddigger #amberheardisanabuser #justiceforjohhnydepp #justiceforkatejames 1 @2020burninhell @gwennafran then there’s io toilet trying to exploit lily’s sexuality to the public...🥺🤨\nthey’ve done so many toxic acts towards jd & his family...\n#amberheardisaliar 1 @2020burninhell @mrsdepp_head @lion_witch @allymayn do you notice a pattern abt the people supporing amber heard? attention seekers, abusive apologists and thinking at all times that they are smarter from everybody else. without educating themselves on a matter, they just are. in reality they just are full of themselves 1 @2020burninhell #justiceforjohnnydepp #johnnydepp 1 @kayleermanning @2020burninhell justice nicol went into that trial with a clear agenda. the trial was a farce. his mind was made up before johnny depp ever stepped foot in that courtroom. \n \n#justiceforjohnnydeep #amberheardisaliar 1 @christinapykles @2020burninhell amber heard has no soul, so no shame seems logical. \nshe’s partying it up with her freeloaders and doesn’t seem to have a care in the world. i can’t wait until her house of cards collapses and she can’t afford to pay for friends. 1 @mg_violette @2020burninhell @worldofmera johnny was repearedly stabbed to death on #theorientexpress\n\nstop the liars pr of lies...\n\n#justiceforjohnnydepp\n#mentoo 1 @mrsdepp_head @2020burninhell @virginmick @cheryld59995761 @sallystar7 @minxyleminx @lion_witch @kill4mebitch georgina is one that manages amber heard italia. but wait,did they just suspend blue??? 1 @dravenreborn47 @wastedinhell they're an amber heard supporter 1 @uberkryptonian why tf are they promoting amber in there photos now. if i see her for one single frame in this film , i'm immediately turning it off, no matter how good the rest of it is. #boycottwarnerbrothers #amberheardisaliar #iszacksnyderoblivious #rotinhellamber 1 @minxyleminx @2020burninhell @k_dewolfwrites and he wrote “ might not be coming back” ... 🤔 #amberheardisanabuser 1 @kaiisinhell 1. as long as we're clear your opinion is based on your like of johnny depp and your dislike of amber heard thats your opinion. but the idea that he is completely innocent here is just not based on the totality of evidence. this was clearly a toxic relationship, 1 @mortedelsan @kaiisinhell look at their history he has 40 yrs of long-term relationships with exes who adore him, no arrests of dv. \nlearn about her history, she is a fraud, a pathological liar and an abuser. #gonegirl \namberheardisafraud amber heard johnny depp https://t.co/udibnfjhoc 1 @mortedelsan @kaiisinhell i read all of the court documents and reviewed the evidence submitted. aside from a knocking of their heads which they confirm on audio was an accident, there is not 1 piece of evidence of abuse by johnny depp. tons against amber heard.\njudge wanted to find for the sun, period! 1 #amberheardisanabuser #amberheardisaliar #amberheardisagolddigger #amberheadrotinhell 1 @2020burninhell did you have all of #lostbeyondpluto in your excellent thorough \nbackup of #justicematters \n#justiceforjohnnydepp \nthank you for helping to bring #truth to light! 1 @2020burninhell @minxyleminx @lion_witch @angiex0101 @1inquiringmind @torneymarie @loladoggologist @cheryld59995761 @sallystar7 what about anne? and amber heard source those two are very bad and that sugar account that has harry styles pic. 1 @headieone @2020burninhell amber heard. 1 @2020burninhell @sallystar7 @cheryld59995761 @mrsdepp_head @minxyleminx @lion_witch @adam_waldman there is at least one that is labeled “fake amber heard” that digitally stuck her head on someone else. i didn’t stick around long enough to look for anything else. can’t stand her, but i think we need to be careful. 1 @kuntryswagger1 @bootyea89890921 @mg_violette @2020burninhell @princonsuella_ @roshuskies @gellertdepp @patricia7gemini awesome you found a picture of amber heard next to all of johnny depp's wine because he's an alcoholic piece of s*** 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('of hell')].text.value_counts().head(60)
ok, talk time, on the internet new thing johnny depp wants to get back with amber heard and i know it’s probably just a way to scared everyone by making up rumors but you don’t realize how much of hell itself can come into johnny’s life by being with her. 1 keep them going down the the lowest circle of helll...\n\n#justiceforjohnnydepp 1 hey @markpoloncarz you’re a fucking clown, @nygovcuomo you’re also a fucking clown. \n\nwhile i’m here, @wendywilliams fuck you too. \n\nlast but not least, amber heard i hope you rot in the deepest pits of hell. 😊 1 @wbpictures @wbhomeent may your entire studio rot from within until it sinks into the depths of hell. #justiceforjohnnydepp #boycottwarnerbrothers 1 amber heard is going to the deepest parts of hell 1 @sundownsol there are thousands and thousands of games being played.\nby games this whole time i've meant careers and skill tiers like bodybuilding & art.\n\ni wouldn't wish their niche upon my worst enemy.\n\namber heard is a queen of hell.\nshe won victory atop a hill of feces. 1 @juliett71326822 she uses that body for whatever... demoniac #amberwho is friends with corrupt conspiring unjust immoral sinners \n\nhappily we wont be seeing you all i certainly wont be going to the deepest circle of hell... betrayors of justice truth and #truekindheart #justiceforjohnnydepp 1 fuck amber heard i hope she rots in the deepest depths of hell putangina 1 i hope amber heard goes to the top level of hell because heat rises #justiceforjohhnydepp 1 may amber heard rot in the pits of hell. 1 i hereby banish amber heard to the deepest, the hottest pits of hell. 1 "the deepest circle of hell is reserved for betrayers and mutineers." - jack sparrow.\n\n#justiceforjohnnydepp 1 the deepest circle of hell is reserved for amber heard and injustice nicole. they'll will rot in hell together. #justiceforjohnnydepp 1 amber heard pls rot in the deepest part of hell tq. 1 i hope amber heard burns in the pits of hell for what she did to johnny depp like i’m genuinely so heartbroken for this man https://t.co/k1cmego0uv 1 hey guys if the only time you go hard for abuse victims is when your fav is using it as a feeble defense for his own actions, you don’t care about abuse or people who’ve lived that sort of hell.\n\n#justiceforjohnnydepp 1 #justiceforjohnnydepp it’s like the gates of hell opened. i’m so sorry for johnny. justice took a hit the day that verdict was rendered. #johnnydeppisinnocent 1 i will only say this once. i hope amber heard rots in the lowest circle of hell. 1 amber heard’s friends are just as trashy as her. brandon mcculloch is a gross abuse enabler and enjoys mocking dv survivors. drag this bish to the depths of hell, please. #amberheardisanabuser #justiceforjohnnydepp https://t.co/svmogjstqu 1 not even a johnny depp stan but holy fuck amber heard is a major cunt and i genuinely hope she goes to the 🌌7th🌌 circle of hell ❤❤❤ 1 they are trying to tell me that the same woman who was angrier then a bat out of hell over a prank, couldn't be an abuser because it is "unlikely"?\n\namber and this judge need to be sent to an island to rot alone.\n\n#amberheardisanabuser 1 hope amber heard rots in the lowest circle of hell 1 to justice nicol, fuck you. to the sun, fuck you even more. and to amber heard, all i hope, is that you get what you deserve and burn in the furthest pit of hell there is. #justiceforjohnny 1 i though" deepest circle of hell"~\n\n#fireamberheard \n#boycottwarnerbrothers \n#abuseisnotentertaining \n\n#justiceforjohnnydepp 1 amber heard will be in the deepest deepest levels of hell it's true it's true 1 yes true she sure is a vile violent abusive fraudof"wife" whose plot to murder #johnnydepp was foiled... as her betraying poop offensive demoniac will be found in lowest circle of hell...\n#justiceforjohnnydepp 1 i fucking hate amber heard, i hope the ground opens up and swallows you whole. taking you back to where you belong. to the burning depths of hell. 😒 1 yes, she is the innocent .... in the fifth of hell.\n#justiceforjohnnydepp\n#happybirthdayamberheard https://t.co/l8wotbdhae 1 heifer used and abused #johnnydepp then us d and abused the system yep her and my ex need to be together in the pits of hell #justiceforjohnnydepp https://t.co/jm94vkmplm 1 @deppsoldier_22 @_sausageroll i wouldn't doubt it for a minute!\namber heard thinks she can say and do what she likes without any consequences!..she put johnny depp through years of hell and the only thing he was guilty of was loving her!\n#amberheardisaprovenliar 1 @adam_waldman @deppboss i say we expose amber heard for what she is and get justice for johnny together we can make this happen!!!@realamberheard your day of hell has just begun,we are going to expose you&tell the truth once and for all!yes johnny will get his justice against you 1 @great_red_ amber heard and her followers deserve the deepest pits of hell im just sayin 1 a thread of the way an abuser triggers dv victims, baits them and forces them to relive their worst moments of hell with her lies. #amberheardisaliar #amberheardisanabuser #justiceforjohnnydepp 1 @realamberheard so this is you thanking ngn for literally pulling your soul out of hell to save their own. got it! you make it too easy, amber.\n\n#justiceforjohnnydepp 1 you evil\ndespicable\nmonstrous \nrotten \npathetic parasite.\ngo rot in the deepest parts of hell.\n\n#justiceforjohnnydepp \n#amberheardisaliar \n#amberheard\n#johnnydepp \n#amberhearddoesnotspeakforme https://t.co/xryq1wyr5m 1 @adam_waldman @thatbrianfella @realamberheard was a starlet at best, and is on the express train to oblivion. as a malignant narcissist, that’s her version of hell. 👏 relevance deprivation syndrome. #justiceforjohnnydepp 1 i ain't religious but there should be a tenth circle of hell specifically designed for @realamberheard \n#justiceforjohnnydepp 1 @santadecides johnny depp.\nand amber heard deserves to be sent to the fiery pits of hell- 1 if a woman had against a man half the amount of the evidence johnny depp has against amber heard there's no way in nine circles of hell that man wouldn't be rotten in jail for years, i hate everything about this double standards bullshit.\n\n#justiceforjohnnydepp 1 people these days are more concerned about amber heard shitting the bed than they care about nature. they care more about nicki’s fake butt than they care about the species we lost last year. will this vapid culture ever end or is this only the beginning of hell? 1 @ceofbc @mrsdepp_head true! she's fixated on johnny like he's her possession. \nshe'll never let him go \nthe devil doesn't let u walk out of hell easily \n#narcissisticabuse #amberheardisanabuser #justiceforjohnnydepp 1 people that hate amber heard and believe johnny depp over her can die and go to the deepest level of hell 1 #justiceforjohnnydepp y'all are going to the deepest pits of hell 1 @1009redkml @hellachica and as betrayers they will all be livin in the lowest circle of hell ...\n\n#justiceforjohnnydepp \n#truthmatters 1 a thread of the way an abuser triggers dv victims, baits them and forces them to relive their worst moments of hell with her lies. #amberheardisaliar #amberheardisanabuser https://t.co/3q7hc26pow 1 i hope johnny depp is okay and hope ppl are growing to be more understanding and i hope amber heard rots in the creepy clown ward of hell. 1 @babsymacd @gmanews all kinds of hell yeah she is hot. amber heard is beautiful and sexy. just coz she "abused" johnny depp (how can you be abused by a girl) doesnt mean she is not pretty and sexy anymore. 1 fuck amber heard and fuck the sun. i hope they fall into the deepest pits of hell. #justiceforjohnnydepp 1 is this real? is this actually a real legal filing? amber heard requesting all documents concerning any attempted alcohol consumption from jd? \n\nmy expectations were low but what in the deep dark depths of hell is this 🤣 1 jason momoa and amber heard are both gorgeous\nthe visuals was nice but could’ve been better\nstoryline was kinda corny/boring\nlastly the person who said this was better than black panther is a whole lie from the pits of hell! i have to laugh 😂 1 @redlikejungle @adam_waldman regret implies conscience ...\n\nnon stop lies ... in court \nindicates none\n\ndelusional demoniac &/or demon possessed still seems to be the essence of hellbound betrayor \n#abusiveliaramberheard\n\n#justiceforjohnnydepp 1 i want to build a new type of hell for amber heard and any other person who has lied about being a victim of abuse. 1 you really just said "who the fuck cares about the woman" that amber heard abused...so now you admit that she is an abuser but are still defending her? which level of hell are you tweeting from, stirg? 1 @nonunnun looks like amber heard opened the gates of hell and all the creatures in it are coming out and joining twitter... 1 @ruesssophie and who can say that they don't vent like that in similar circumstances?!\ni can't stomach to hurt anyone, but when 4 people as bad as #amberheardisanabuser caused great suffering to loved ones, i vented like a demon in texts, wishing all kinds of hell upon these people. https://t.co/n4hbbk8qhy 1 i can't wait for all of hell to break loose on amber heard 1 johnny depp has been through eight years of hell all for a penthouse for her and her hoax friends, let that sink in...\n\n#justiceforjohnnydepp\n#amberheardisanabuser \n#amberheardisaliar 1 @dougstanhope @thatbrianfella all i wish is for johnny to be happy and be at peace.i could’ve never imagined the kind of hell he was going through,i just couldn’t think he’s a bad person! it was just not right,a person like him can only be honest and i’m glad i had this feeling! #justiceforjohnnydepp 1 can’t we all just agree amber heard should be in jail and burn in the depths of hell y ya these hot takes que se han tirado are hella sus 1 i remember when y’all draggggedsssd johnny to the depths of hell,,,, #justiceforjohnnydepp 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('to hell')].text.value_counts().head(60)
hope amber heard goes to hell 2 amber heard can go to hell 2 amber heard is going to hell 2 i don't consider myself a good person and am sure that i will go to hell. but now the prospect doesn't seem so daunting if it will provide the opportunity to see ah and her corrupted team burning alongside with me.\n#justiceforjohnnydepp \n#fireamberheard https://t.co/fyyq1e9fs1 1 go to hell world. you’ve outlived you usefulness. i’m out #justiceforjohnnydepp 1 warner bros, amber heard, injustice nicol & the sun all belong to hell. there’s a circle for each of you assholes. 😘 1 dear andrew "asshole" nicol & amber turd\n\ngo to hell!\n\nhope you have a very bad life🥰\n\n#justiceforjohnnydepp 1 #fireamberheard is a lovely hashtag but i feel like seeing #fireinjusticenicol there too. this man is as infuriating as ah. go to hell already, both of you\n#justiceforjohnnydepp\n#johnnydeppisinnocent https://t.co/pzi0znxm0y 1 go to hell...\nyou employ a abuser. \n@loreal\nyou make me sick\n#justiceforjohnnydepp 1 @loreal anything you post on your social platforms along with your affiliated brands have been sullied thanks to your abusive ambassador, #amberheard. \n\nto hell with doing what you're being told to do. whistleblowers, where ya at?\n\n#cleanhouse\n\n#justiceforjohnnydepp 1 @horrorpack \ni started thinking, & couldn't stop. although, it wasn't the brightest thoughts i admit 🙈\n\ni got:\n\n-paws\n-the silence of the lamps\n-the blabadook\n-drag men to hell (cuz amber heard lol)\n-house of vax (cuz 2020)\n\nand...\n\nthe fappening\n\nimsorryimsorryimsorry 🙈😂🤷♀️ https://t.co/3bosrzfx0u 1 @mewniumz @bigmoneyonision that photo is what i imagine the entrance to hell looks like only amber heard would be there too 1 @johnnycdebt @wbhomeent to hell with warner brothers @wbpictures @wbhomeent @warnerbros screw you #boycottwarnerbrothers #justiceforjohnnydepp 1 as a victim of physical bullying and abuse, i'm literally crying. this is not okay. @warnerbros you don't have any consideration for real victims. this is sad and pathetic. representing victims coming forward as crying babies is low. go to hell #justiceforjohnnydepp 1 go straight to hell @wbpictures @warnerbros @att for mocking a domestic abuse survivor and calling him a liar and taking sides. f*ck u 🖕🏼#justiceforjohnnydepp #amberheardistherealabuser #boycottwarnerbrothers @boycottatt 1 @scottmendelson \n"the road to hell is paved with good intentions". so let's get over pure goodies.\nit doesn't hurt to apply benevolence to the enemies, such as kevin spacey and johnnyy depp and healthy dose of scrutiny and accountabilities to victims, such as amber heard. 1 @nonunnun it's horrendous. it's as if she opened up a portal to hell and allowed its ugliness to spill out into johnny's world. one of the worst things of that kind not personal to me that i've witnessed. it's very hard to deal with.\n\n#justiceforjohnnydepp \n#amberheardisanabuser 1 i am announcing that i no longer support amber heard and believe that johnny depp is innocent. i would just like to thank all of the jd fans that told me to go to hell while shoving audio tapes in my face, without your help i would have never come to this logical conclusion. 1 all i’m saying is we bullied a movie company into changing a major character design, i’m pretty sure we can bully amber heard out of hollywood/ back to hell or wherever she came from 1 amber heard abused johnny and therefore to hell with aquaman 2 1 2) this is from the same premiere (jan 27, 2015).\n\nah: "anywhere he goes".\n\njd: "to hell in a handbag". (hint)\n\nnotice the body language. one's confident/comfortable & one's terrified/feeling uneasy.\n\n#justiceforjohnnydepp #amberheardisanabuser \n\nhttps://t.co/n7xa4g1fkd 1 so fucking sad. i loved aquaman, but amber heard could honestly go to hell. have someone else play mera. 1 amber heard should go to hell. she's the most disgusting thing right now. 1 the white women who voted for trump goin to hell and amber heard gon be the one leadin them 1 fuck amber heard. she can go to hell 1 i would've never watched it any way but to hell with her! \ni have my doubts it will even be made... \n#justiceforjohnnydepp \n#amberheardisanabuser 1 i don’t care if jude law doesn’t sound happy about wb’s decision, he chose the cowards way out by not speaking up in defence of johnny & by just deferring to the studio, i mean wb was hardly going to fire him as well, fair weather friends can go to hell!\n#justiceforjohnnydepp 1 and amber heard can fucking go to hell. 1 amber heard can really go to hell and choke on the devils dick #justiceforjohhnydepp #cancelamberheard 1 if there're still people whom you haven't shown this petition to, do so now. the more people sign, the more powerful our collective voices become. \nwe want #justiceforjohnnydepp !! to hell with @warnerbros ...\nhttps://t.co/gfk5qqltqx 1 @comicbook_movie amber heard stay as mera i know that why in the world should get that but we can't we need her for the future movies i know where you guys going to stay i can go to hell or whatever name calling you guys going to call me go head 👈 https://t.co/opmfsksu69 1 @fantstclyannoyd wow death threats really? all of ambitch stans n mostly her already have their free tickets to hell #amberheardisanabuser #justiceforjohnnydepp 1 so sick of seeing @disneystudios related ad’s on my timeline, you fired a victim of domestic violence and have yet to address or even acknowledge who is the actual abuser🤬you can go to hell \n#justiceforjohnnydepp \n#amberheardisanabuser \n#amberheardabusedjohnnydepp https://t.co/mwfz95lpnv 1 @mvm68457824 @adam_waldman btw, you had me at "bedshitting"\n😂🤭🤣\nto hell with the scamber turd, that bloated hag\nactually nevermind i wouldn't even put satan through it. theres really nowhere we can just lock her up and throw away the key goddamnit! fuck me!!! pardon my french lol\n#justiceforjohnnydepp https://t.co/apeamupfsx 1 so "wet ass p_ssy" is the most empowering song of 2020, according to youtube, \n\nbut i can't talk about how false accusations and domestic violence impact men and women re johnny depp and amber heard without censoring it to hell and back.\n\nthat's beyond messed up. https://t.co/2xij4vjaqe 1 well, well, well.....the descent into hell for amber heard and the rest of her evil entourage begins in earnest.\nclaiming she donated to sick children and lied about it. \n#justiceforjohnnydepp \n#amberheardisaliar \n#amberheardisanabuser 1 if anyone still supports amber heard after all that she has done, including exploiting sick children & lying about donating to chla, you can go to hell. #amberheardisafraud \n\ncc: .@lorealparisusa, @wbpictures, @zacksnyder, @hwaspeakers, @kathygriffin\n\nfeel free to tag others. ah: https://t.co/hfs8wd1yfn 1 @mani_ortiz98 dw amber heard is going to hell :) 1 the thing is back in july all the videos and opinions were like this but then everything went to hell in november. #justiceforjohnnydepp 1 @geeksgamerscom gross am not seeing this shit because of that gold digging amber heard 😤. she can go to hell 1 i hope amber terd is eternally on the go straight to hell list\n\n#justiceforjohnnydepp #fireamberheard 1 go to hell! \n\n#justiceforsonyagregorio #justiceforjohnnydepp #stopthekillingsph 1 @femcondition amber heard is truly the scum of the earth and to hell with disney and wb 👎😡🖕🏼. \n\n#justiceforjohhnydepp 1 johnny depp, i stand either you. women can be abusers too. amber, with all disrespect, go to hell. #justiceforjohnnydepp 1 if this was a man he would’ve been dragged to hell and dropped left and right but amber heard is free and continues harass her victim. how tf?! 1 for real, i'm done with this shit. fuck everyone that supports amber heard. y'all are supporting a monster that abused her wife and her husband. she abused children and dogs. she's a racist and calls muslims of terrorists. she disrespects lgbtq and immigrants. go to hell. 1 amber heard intentionally defecated in depp's bed, and took photos of him sleeping with ice cream in hopes to use them against him in the future\n\nto hell with being too cowardly to reverse your decision even after his vindication #nojohnnynopirates 1 wow. just wow. i mean, it's two tickets straight to hell. #justiceforjohnnydepp 1 when you're ratioed to hell 😂😂😂😂\n#justiceforjohnnydepp (btw, quote tweets are added to comments, in my mind, because they by definition include a comment). 1 dammit. they are going to hell! #justiceforjohnnydepp 1 hollywood reporter, please go to hell. why didn’t y’all make one of these articles for amber heard’s abusive ass? hmm? 1 ong amber heard is going to hell for ruining this man career with them fake ass allegations 1 @nlawson946 @phimvle @amywrenjustice @movie_freak86 @johnnycdebt @rdj0hnny @funeeclips @screenrant @warnerbros well amber heard can go to hell 1 @stephenking since ah is in it, i will not watch it. to hell with amber heard. 1 @lightcastpod @wbpictures can go to hell. not buying their💩. i hope many fans never pay for their services and use bootleg websites to watch their movies for just as good quality. first geoff & joss and then heard, seems they’re in business of protecting crooks #sexists #justiceforjohnnydepp 1 *deserve\n\nfuck amber heard to hell honestly. 1 daily reminder that amber heard can go to hell ☺️ 1 amber heard can go to hell with her lying, manipulation and abuse! #justiceforjonnydepp 1 amber heard can literally go to hell. 1 this woman is a demon! she fucking ruined his career as well as his life! go to hell, amber! #justiceforjohhnydepp #amberheardisaliar 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('tohell')].text.value_counts().head(60)
fuck fuckin amber heard\n#amberheardgotohell 1 tohellandstay: are there any sources for this johnny depp/amber heard thing that aren’t gossip rags? yep... https://t.co/ahpcdzm2jy 1 one of the best endings in the history of cinema! so haunting! #theninthgate #gotohell #justiceforjohnnydepp @heelkillerkyle @mmmgoodrich https://t.co/meifogxmdp 1 no one cares where you go accept if it’s on your way to prison cell or hell. you are one nasty sick bitch amber heard. \n#amberheardisanabuser #amberheardgotohell #amberheardbelongsinprison https://t.co/8itbow3v0l 1 fantasies beasts! sunday! #justiceforjohnnydepp #gotohellamberturd! https://t.co/g9mz5c30jo 1 #tohellwithamber #fuckamberheard #justiceforjohnnydepp 1 this is proof that johnny depp is innocent! proof he is the abused, not the abuser! #justiceforjohnnydepp #johnnydeppisinnocent #ibelievehim #menarevictimstoo #abusehasnogender #amberheardisanabuser #evidence #jailamberheard #istandwithhim @mencourageph #gotohellamberheard https://t.co/l0pfr5dg9l 1 the only thing tik tok doing right! exactly! amberwho?!\n#amberwho\n#amberheardgoingtohell\n#amberugly\n#amberheardisanabuser\n#amberheardisaliar 1 #justiceforjohnnydepp ⚖️\n\nonce on the #roadtohell, there are no u-turns or getting off at the next exit‼️\n\n↩️ 🔥🔃🔥⤴️🔥🔄 1 Name: text, dtype: int64
crime_sub = {'criminal', 'her crime', 'deserve lethal punish', 'be punished', 'deserves every punishment',
'punish her', 'her punish', 'punish amber', 'punish the abuser', 'heard being punished',
'been punished', 'jail', 'prison', 'heard deserve', 'abuser deserve', 'she deserve',
'what you deserve', 'karma'}
df_amber[df_amber.text.str.contains('karma')].text.value_counts().head(60)
#justiceforjohnnydepp #amberheardisanabuser #karmaiscoming #amberheardisaliar #amberheardisagolddigger #amberheardisahusbandbeater #loveprotectsupportjd 2 how the fuck is it fair that johnny depp has been forced to quit his role in fantastic beasts while amber heard is still on aquaman 2?! karma is coming for her big time 2 karma comes for amber heard's aquaman 2 role | johnny depp's case moving... https://t.co/3ahptyukju via @youtube 2 @karmardanmik #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar 2 @realamberheard #amberheardisanabuser #amberheardisaliar #justiceforjohnnydepp #karma #boycottwb 2 i saw an article that claims that amber might be in the pirates reboot, fuck no, she doesn't deserve to be in any movie, i'll be so fucking happy when karma comes and fucks amber so hard and johnny is given his career and shit back. fuck you amber heard. 1 rat dan wootton!who needs quick help is the mental illness amber heard! she is the real sick and vengative scum! cause she wanted johnny depp’s fortune without sweat a fucking drop! she wanted and wants his money and exterminate him ! but i insist karma is a bitch! becareful ah! 1 @marussia15 @tralalalumbum sure is.....but karma is catching up with her....deep down she knows she f up taking on johnny....she obviously thought he'd gone quietly....so glad he didnt. i've never liked her\n\n#justiceforjohnnydepp \n#boycottwarnerbros \n#amberheardisanabuser \n#amberheardisaliar 1 @mewmewjusticef1 @lostbeyondpluto i think jd more care about what we think anyway. and yes, we know the truth and we are on his side. karma doesn't leave anyone alone. truth always comes out one way or the other.\n#justiceforjohnnydepp\n#amberheardisanabuser 1 @0gre3f she looks 43 at the very least, what she wished upon johnny, she's getting herself\n#karma\n#amberheardisanabuser\n#amberheardisaliar\n#cancelamberheard\n#justiceforjohnnydepp #webelieveyoujohnny \n#johnnydeppisinnocent \n#johnnydeppismygrindelwald 1 @emilysu94630292 what the future holds?\nhopefully prison for amber. \nand karma will come for you, elon!\n#justiceforjohnnydepp \n#amberheardisanabuser 1 #stopthecorruption\n#justicematters\n#justiceforjohnnydepp\n @realamberheard your 3 bots to this article was amusing. so is your projection, karma is real. amid johnny depp’s exit from fantastic beasts 3, amber heard shares her look from the stand https://t.co/g8dk52r3go 1 @realamberheard @kamalaharris a am enyoing how entire world hates you. i am from country that you dont even know, and we know the truth too. hide your fake tears. be prepared for karma, its bitch. \n\n#amberheardisanabuser #justiceforjohnnydepp 1 @karmaisalego @anomaly81303798 true true.. ohh well, on with our main purpose. #johnnydeppisinnocent #johnnydeppdeservesjustice #boycottwarnerbrothers #amberheardisanabuser 1 hollywood's still quivering in their boots!\n\n#justiceforjohnnydepp \n#mencanbevictimstoo\n#johnnydeppdeservesjustice \n#johnnydepp\n#crockofgold\n#minamata\n\n#amberheardistherealabuser she confessed it on tape for us all to hear\nkarma will come - don't worry! 1 @elddragondive @realamberheard and karma will have her vengeance!! she always does!!! not even the @realamberheard is immune! #amberheardisanabuser 1 @andysignore @karmaisalego @wbhomeent @popcornedplanet #boycottwarnerbrothers abusers amber heard and ezra miller are a good fit for morally bankrupt warner brothers! good riddance!\n#justiceforjohnnydepp 1 @amberheardit hahaha xd well depp is nominated for a razzie award for jack sparrow while amber heard is going to slay and succeed in aquaman!! karma is a bitch 1 @karmaisalego if amber heard were my spouse, i'd rather be visiting sick children than be home with her, on my birthday... no question!... 1 still mad about johnny depp being fired from some projects bc of amber heard, i hope karma takes its sweet time on her😌 1 my thread about debunking some misleading reddit post that i've seen around.\n\noh goodness. all for easy karma + gold.\ni made it so quick & not so detailed but i think it's enough.\n\n#justiceforjohnnydepp\n#johnnydeppisasurvivor\n#amberheardisanabuser 1 amber heard is the definition of an evil white woman. like her bad karma is gonna be crazy for what she did to that man 1 @karmaisalego @tralalalumbum what shallow thinking. how insensitive. do they even know what their saying???\ntheir comparisons are not proper and irrelevant to johnny depp's case.\n\n#mencanbevictimstoo #mentoo\n#justiceforjohnnydepp #amberheardisanabuser 1 the mother fucker amber heard , you can laugh now, but your future is black ! what is done here, is paid here! wait ! later or soon is coming your final ! karma is a bitch too, but powerful as you !!! 1 @realamberheard @kamalaharris just know that the truth will always prevail! karma sucks and will come! #justiceforjohnnydepp #amberheardisahusbandbeater #boycottaquaman2 #amberheardisanabuser #amberheardisaliar 1 karma needs to get this abuser dc entertainment: remove amber heard from aquaman 2 - sign the petition! https://t.co/htc8thjoga via @ukchange 1 @cherryskiess this is what he gets for threatening to kill @realdonaldtrump . just shows his character and yours. i don't care if amber heard it's lying or telling the truth. this is depp's karma. 1 @constantineeva @lexistansrih @cnn @warnermedia @att same.\ni really hope that one day a devilish woman like amber heard will get in mads' life and turn it to ashes.\nmaybe then he'll remember what he did to johnny depp.\nkarma is a bitch.\n#justiceforjohnnydepp 1 @airamanna4 @theofficialmads i really\nreally\nhope that one day a woman as devilish as amber turd will get in mads' path and wreak havoc into his life.\nthen maybe he'll remember what he did to johnny depp and will learn that karma is a bitch.\n#johnnydeppismygrindelwald #justiceforjohnnydepp 1 @ejeancarroll @annolivarius @realamberheard @kaplanrobbie y'all are hilarious...😂 i don't sympathise with abusers... everything that is coming back on turd is based on what she put out... karma has a way of finding its mark..😏 #amberheardisanabuser #amberheardisahusbandandwifebeater #amberheardisaliar https://t.co/5zbocecbjo 1 @theinfamousone6 karma is definitely keeping track and adding it all up. i can't wait to see karma productions in process. not much longer and the score will be tallied against ambie!\n#justiceforjohnnydepp #amberheardisanabuser https://t.co/fk4d28whzf 1 reminder that amber heard ain’t shit and she deserves all their bad karma that is coming her way for how she treated johnny depp and basically ruined his career. women can be abusers too. 1 @realamberheard if you ever see this i hope you know you’re the scum of the earth and i hope you get the karma you deserve and jail time for you false accusations of abuse. #johnnydeppisinnocent #amberheardisanabuser https://t.co/ofuoptw8pl 1 @discussingfilm i say it's the karma for firing johnny depp and sticking with the abuser pos amber heard https://t.co/sosucyyqbw 1 @karmardanmik #justiceforjohnnydepp #amberheardisanabuser 1 @lightupvm karma is right now chasing your a$$. be careful what you ‘wish’ for.\n\n#amberheardistherealabuser \n\n#amberheardisaliar \n\n#amberheardisamonster \n\n#justiceforjohnnydepp 1 @jazcerda it seems to be taking forever, but amber will face the consequences of her vile actions and johnny will get the justice he deserves. it’s called karma, and it’s gonna be a bitch😊\n\n#justiceforjohnnydepp \n#amberheardisaliar 1 someone's running scared..😏 karma's coming for you @realamberheard #justiceforjohnnydepp #amberheardisahusbandandwifebeater 1 we've been waiting for #amberturd to get fired from l'oreal for forever..\ntick tock...\nher time is running out and she is going to crash and burn herself..\nkarmas a bitch and\nturd deserves it\n#justiceforjohnnydepp https://t.co/n4ii5rgohd 1 #amberalert\n\ndamn every time i see this i hope that maybe amber heard got hit by a-\n\nbig dose of karma. yeah. that. 1 i'm surprised she hasn't deleted this tweet. resorting to cyberbullying and now crying about the people who hate you? karma is a bi***.\n\ngood, you're exposed as to what you are, amber. a sexist, racist abuser.\n\n#amberheardisanabuser #justiceforjohnnydepp #amberheardisoverparty https://t.co/rbfgabf1xi 1 truth, karma and justice will come for you. you're already over. \n#amberheardisaliar\n#amberheardistherealabuser\n#justiceforjohnnydepp 1 @thr do you not get as many engagements unless you're using johnny depp's name? keep on defaming him. keep on hurting his kids and his family. sink deeper and deeper, gutter trash. i can't wait for karma to get each and every one of you.\n\n#justiceforjohnnydepp #amberheardisanabuser 1 cancel amber heard, she needs to pay her karma\n\nwarner bros. pictures : remove amber heard from the cast of aquaman 2 - ¡firma la petición! https://t.co/iulhegrywu vía @change_mex 1 cancel amber heard, she needs to pay her karma\n\nwarner brothers: have jason momoa stand with johnny depp. - ¡firma la petición! https://t.co/m1a6mfecak vía @change_mex 1 @seeds4change1 @richard30051 not that it will change your opinion but my family has been abused for over 15 years by a woman who acts just like amber. it is scary how much the same they are. this woman will get her karma even if it takes time. #justiceforjohnnydepp #amberheardistherealabuser 1 @targaryenhalsey amber heard and shia are abusers. stop engaging in smear campaigns and enabling the evil narcissist amber heard. jd is innocent, the evidence is out there, do your research!\n#justiceforjohnnydepp \n#karma https://t.co/citwscogdk 1 amber heard, there is a special place for you in hell, girl! it's the only thing that soothes me. i know karma will catch up to you in this life or the next. but you will face the consequences of being a sociopath. 1 @maralauracrist1 @laurabockov @edward_bi_qechi i want to talk to ''karma'' we need her now. faster please. #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar 1 @wbpictures after firing johnny depp and working with his abuser (#fireamberheard #amberheardisanabuser) you deserve all the hate you get. seems like karma is on its way as well. #boycottwarnerbrothers 1 @thr how does it feel to know that your sloppy smear campaign to muddle the truth is only making other people more aware of what the truth actually is? amber heard is an abuser, and karma will be served. 1 @hellennehellen1 @thatbrianfella i strongly believe in karma. hoping it serves her right. \n#justiceforjohnnydepp\n#amberheardisanabuser\n#amberheardisaliar 1 just spent the last three hours in a black hole of johnny depp and amber heard videos. all i have to say is i hope karma bites amber heard in the ass so hard. #justiceforjohnnydepp 1 @stoneygurl74 @virgothesixth @jasiel11111 @hillaryclinton @twhite591 @alamopong @brelamb @brendahicks8 @jennsomebody42 @dianemo24012416 @billclinton @chelseaclinton @bfd1982usn @woodfireq @jjc1jerry @cellaneousmz @mascaranmace @karma1244 @rudytanzi @phyleandkillis @creativcultrbiz @annoyedpolitics @big_red_wave @god7country @queenalmamarie @qaylamarie22 @queenoliviastr @triple19754672 @southern_gagirl @tippytopshapeu @kag45patriot @ejeancarroll @kaplanrobbie @realdonaldtrump @andytillett @realmarkebner @miketheblast @scottbaio @nicoleeggert @realamberheard @kamalaharris @jeremym45190870 @therealoj32 @sincityattorney @kimegoldman @cherylshuman @yashar the oj simpson case\n\nso everyone knows,\n@hwdnumber1rat \nworked at @theviperroom when johnny depp was a co-owner of it\n\nhe tells me he is a witness in the johnny depp & amber heard feud.\nvery interesting..\n\n@kaplanrobbie also blocked richard \n\nrichard says #justiceforjohnnydepp https://t.co/uzowzxe01v 1 @thatbrianfella yes+pathetic!!😡harassing crap!! media-total evil👺-liars spreading fake everything-by the place-andiewire-screen-people!!! ***don't click\nthey are lying to you! makes us sick 🤮 looking forward to karma go round! \n#justiceforjohnnydepp\n#amberheardisaliar \n#amberheardisanabuser https://t.co/ab5zfmzmhd 1 amber was a fool. she had everything and she threw it all away because she wasn't smart enough to appreciate it. now, she deserves what she gets. karma's a bitch. she'll get hers for abusing someone who just wanted to love her. #justiceforjohnnydepp 1 to the evil amber heard and all her co hoaxers:\n\ntruth is coming for you.\n\n#karma \n#johnnydeppisinnocent \n#justiceforjohnnydepp 1 @alphacat #metoo and #timesup twisting and using a situation to get the money that pays their wages... they are anti men ... karma will come.. #justiceforjohnnydepp #amberheardisanabuser 1 #justiceforjohnnydepp \n#factsmatter \n#amberheardisanabuser \nkarma 1 google's top artists list 2020.\nuntil a few years ago, it used to have tom hanks in the 1st position and johnny depp in the 2nd or 3rd.\nbut now where's depp? \nbut i can see amber heard. \ndepp stans wished her to just disappear. but it's not her who is disappearing.\ni love #karma. https://t.co/cksh2hl7fs 1 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('punish')].text.value_counts().head(60)
amber heard is an abuser deserve lethal punishment pass it on 3 #justiceforjohnnydepp\namber heard should be punished 2 “listen criminal liar @realamberheard if johnny didnt hit you is because he didnt want to because he really loved you. you're trash mocking of him. god isnt happy with you. you can't wonder the punishment is waiting for you from god and from human justice #justiceforjohnnydepp” 2 god punish amber heard 2 @purrpatrol @nytimes as for amber heard she is proven liar ,proven abuser all the evidences , police investigation & the eyewitnesses statements prove she lied about getting abused by johnny that is why she never fought the case bcz she lied & would be punished so she withdrew her allegations 1 @skynews @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @mercnews @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 *to the tune of barney*\n\namber heard’s a piece of shit and should’ve fired from her movie.\n\nthere’s proof of her abuse from multiple sources.\n\njohnny depp was shitty too but he is being punished.\n\nnow it’s time for her to go you fake feminist abuser! 1 let's fucking punish the abuser called amber heard !! let's not make the victims bow down and lose their careers to such filthy people while they carry their own careers successfully\n\ndc entertainment: remove amber heard from aquaman 2 - sign the petition! https://t.co/9rfuofmjiy 1 @dodgymigrant @ginacarano real harm to the powerful.\nit is "harmful" to amber heard's sex-based rights for johnny depp to prove her a domestic abuser, and he is being punished in court as "appropriate". 1 #amberheardisanabuser where's the justice for #jhonnydepp \nhe loses everything despite being totally abused where's her punishment? #victimshaming #jhonnywasabused https://t.co/ewkdjcu8uj 1 hey @wbhomeent do you get it now?it's not about money, its about justice for an innocent man! you punished the victim & kept the abuser??? youve upset many dv survivors & we wont forgive or forget! #justiceforjohnnydepp #amberheardisanabuser #abusehasnogender #boycottwarnerbros 1 @nme @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @bfmtv_people @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @warnerbros fire amber heard from #aquaman2 and re-cast #johnnydepp for #fantasticbeasts3. \nas a victim of abuse it sickens me to see a victim being punished so badly and an abuser getting away with it. \n#menarevictimstoo\n#justiceforjohnnydepp #fireamberheard 1 @getfandom @meanchi0421 @thr so? he lost another franchise of warner bros, got punished for speaking about his abuse and for standing against all the lies amber heard was telling about in public. 1 everyone talks about, why is no feminist,liberal,woke people are talking about this. even though it's johnny depp who is being abused by his wife but still he is the one who is getting punishment. wb should apologise #johnnydeppdeservesjustice #amberheardisanabuser #johnnydepp 1 @cdn37 @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @warlockwaluigi @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @thenerdstake @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @bairdjulia @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @culturacolectiv @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @dolartoday @miami_diario @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @rctv @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @kinode @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @bfmtv @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @theperezhilton @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @wbpictures hey have a dang heart and stop punishing the amazing johnny depp for speaking out when he was being abused. #justiceforjohnnydepp #fantasticbeasts #amberheardisanabuser #amberheardisaliar # 1 i will #boycottwarnerbrothers. because i can’t support @wbpictures when you side with an abuser and punish their victim for daring to seek justice. #amberheardisanabuser #justiceforjohnnydepp #johnnydeppdeservesjustice #johnnydeppismygrindelwald 1 @warnerbros @jk_rowling \nabuse victims don’t get to be the ones who are punished. amber gets to seek help, depp doesn’t get to not only be abused but not be able to work and live a normal life after escape. that makes you complicit. #amberheardisanabuser #justiceforjohnnydepp 1 it's complete bullshit that amber heard hasn't been punished when it comes to her career and the abuse she's put johnny through. if she were a man she'd be put through the ringer. she's an abuser. she needs to be held accountable. equality goes both ways. #justiceforjohnnydepp 1 judge ignores amber heard's crimes while punishing depp! (share) https://t.co/bmk9qh67zd via @youtube nicol was probably paid off to ignore everything amber heard did too #justiceforjohnnydepp 1 @thecut what do you mean finally? as if its suppose to be a relief? and why tf isn't amber heard being punished for what she did? 🖕 #justiceforjohnnydepp 1 @warnerbros yet, you punished a victim of dv, and rewarded the abuser? #justiceforjohnnydepp #amberheardisanabuser #warnerbrossupportsdomesticviolence 1 i'd love to see someone create a special role for johnny depp right now that we could all flood with support and ticket sales while we boycott amber heard. hollywood's behaviour punishing the victim and rewarding the abuser is incredibly shameful.\n@timwburton got anything good? 1 equality is equality. punish her like you you've been punishing him. the difference is she's actually guilty. #justiceforjohnnydepp\n\ndc entertainment: remove amber heard from aquaman 2 - sign the petition! https://t.co/ekwewaokuk via @change 1 can we all agree no matter who we are politically that amber heard is a bitch and should be punished. #justiceforjohhnydepp 1 @knightgambit it's honesty scummy the way wb is basically punishing him for being abused, but doesn't lift a finger at amber heard... 1 @warnerbrosuk @disney your biggest mistake was firing johnny depp from fantastic beasts and pirates. reward the abuser and punish the victim - what kind of message does that send to other victims?! \n#boycottamberheard \n#justiceforjohnnydepp #boycottfantasticbeasts 1 @aquamanmovie @dccomics so @wbpictures wrongly got rid of johnny depp. as a mother, knowing what @realamberheard did, i for one wouldn't want to watch her thriving in a movie. #sackamberheard #amberheardisanabuser #boycottaquaman2 #dontpunishonewithouttheother #equality #fairness 1 justice for johnny depo. amber heard needs to be punished for all those abuses. 1 @harlow_vale @rentier13 she never learned manners, only when it suits her. fake woman in every way.\nsuch disrespect should be punished. \n#amberheardisaliar \n#amberheardisanabuser \n#justiceforjohnnydepp 1 @geonews_english @warnerbros fired johnny depp who is the victim of amber heard's violent abuse.\n\nthere's recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic abuse. 1 @moviesnowtv @warnerbros fired johnny depp who is the victim of amber heard's violent abuse.\n\nthere's recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic abuse. 1 @tomatazoscom @warnerbros fire johnny depp who is the victim of amber heard's violent abuse.\n\nthere's recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic abuse. 1 @eastbaytimes @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @jezebel @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @pehal_news @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 @jimvejvoda @warnerbros fire johnny depp who is the victim of amber heard's abuse.\n\nthere is recorded evidence of her confessing to abusing johnny throughout the marriage, while there is no evidence that he did anything wrong. \n\n@warnerbros have punished a victim of domestic violence. 1 amber heard is a piece of shit, and the fact she won the court battle shows that men are targeted for crimes that women also commit but never get punished for. 1 #justiceforjohnnydepp \n\nwhen men speak up about their abusers, they should not be punished for it\n\nfuck amber heard 1 as a feminist who strives for equality i must insist amber heard be fired as well. because wtf. they were clearly as bad as each other. equal punishment for equal offenders. #warnerbros 1 @variety amanda turd is the real abuser. johnny is the victim and hollywood is punishing him bc he fights for the truth. let's show them they're wrong. please sign petitions and listen to the tapes. \n#listentothetapes #amberheardisanabuser #justiceforjohnnydepp #justiceforkatejames https://t.co/nzfwzydbhd 1 if you really support victims of domestic violence, sign this petition. @warnerbrosuk is punishing the victim (#johnnydepp) and employing the aggressor (@realamberheard ). show them the grave mistake they made!\n#justiceforjohnnydepp \nhttps://t.co/rfqlk9dokr 1 amber heard is a bitch and the most vicious motherfucker. if she is able to give punishment to an innocent, then, i think so even satan will also take classes from her. she is even more vicious than a monster.\n\namber heard is a poisonous snake hiding under beautiful plants. 1 man screw people who can johnny depp a wife beater. amber heard deserves every punishment coming to her, she made my fav childhood actor lose his job and she stays in aquaman. like wtf is that bs 1 yes amber heard is a cunt yes what she did is awful yes she deserves to be punished i just wish reddit was as invested in ruining abusers' lives when they're white dudes :^) no i will not elaborate :') 1 @redlikejungle amber heard has never been found guilty of domestic abuse either. are you saying she should be punished for something that happened 11 years ago which didn't even go to court? if that's the case then depp has a history of violence dating back to the late 80s. 1 #justiceforjohnnydepp \ni can't believe that men can be the victims and get punished for not fighting back. fuck you if you think amber heard is innocent. 1 #amberheardisanabuser \n#justiceforjohnnydepp \n\nif whatever you do, it's never good enough, the worst is always assumed of you, your normal behavior is used to justify draconian punishments—you're being abused. 1 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('punish amber')].text.value_counts().head(60)
god punish amber heard 2 nah god punish amber heard. fucking maniac. beast. 1 @nephilimside @banriion @wbpictures they cut depp from the future harry potter spinoffs but have yet to punish amber heard. 1 @theblastnews i knew the hashtags that were trending didn't go anywhere. the media don't want to punish amber heard for some reason. 1 the absolute thirst to punish amber heard when the only court decision the public have access to was the one that clarified she was assaulted at least 12 times is sick and going to age like milk 1 read this comment, and sign the petition. punish amber heard! https://t.co/vlr30npvlk via @change 1 justice for johnny depp means punish amber heard equally for what she did to him, not praise johnny depp and absolve him of everything :| 1 it's time to end the false accusations against depp. and punish amber for lying. how can people be so blind and not see which side is the truth?\n#justiceforjohnnydepp \n#amberheardisaliar 1 @xtinataft @teamyoutube @accessonline look into those accounts; they are absolutely real people, not bots. that quote is a rallying call among the many millions of people that want justice to finally be served: punish amber heard for abusing her fellow humans and wrongfully accusing depp of dv. 1 the fight to punish amber heard’s breasts continue! https://t.co/jwappmnxj1 1 look, everyone!\ni found another petition \nto punish amber heard and\ni signed it! how 'bout you?\nwe all want #justiceforjohnnydepp! right?\neveryone : cancel amber heard domestic abuser!!!! - sign the petition! https://t.co/gvbsmhjcfq via @change 1 @wbpictures theres currently a petition to boycott the second @aquamanmovie &1.4million people have signed it to get you to punish amber heard the same way you did johnny depp&fire her from the movie or you'll lose so much profit from this 1.4million people #justiceforjohnnydepp 1 those who want to send letters to warner bros pictures and protest the way that studio mistreated johnny depp and refuses to properly punish amber turd can write at the following address in burbanks. @thenamesq #justiceforjohnnydepp https://t.co/eitwjidc8t 1 @warnerbros if you punish johnny depp, you should also punish amber heard.\notherwise i would refuse to watch aquaman 2.\n#justiceforjohnnydeep\n#fireamberheard 1 johnny depp is a victim of abuse. punish amber heard, boycott her. no more lead roles. give her the treatment depp would've gotten if he hadn't had the evidence to defend himself. and the studios that dropped depp should be offering him roles if he wants them as compensation 1 @atypicalwith1l it's true! now the real victims of violence may not be heard and offended! punish amber heard for this! 1 why? this is not fair....\nso even after he was acquitted he doesn't get to be seen in a good light?\nhe's been asked to quit to protect the warner bros image... arrggghhh!\nif god no punish amber heard ,satan go punish am. 1 may god punish amber heard and every one who mad fun of his situation. 1 @the_akolade god punish amber sha.\nand wb\nfuck amber heard and wb\nme and my homies hate amber and wb 1 may god punish amber heard 1 fire and punish amber heard, if you only do it to depp, its sexism and double standards by a mile. 1 na god go punish amber heard 1 god will punish amber heard sha 1 @matthewmarkjr they can’t punish amber heard though mate \n\nwhite women that are that attractive are always the victim so it’s his fault. she could never be blamed for abusing him. it’s all his fault . that’s the way it has to be unfortunately 1 see as my guy just dey glow.\n\ngod punish amber heard 1 god will actually punish amber heard, nasty babe. 1 if you really want to punish amber heard, then i suggest making her definitely have to appear in aquaman 2!\nhttps://t.co/sxuy8kp8l9\n#aquaman #aquaman2 1 you guys voted... and amber heard will be punished for being sus!!! and i know just the place for her punishment >:3\n\nhey chris mclean, do you mind if i punish amber on your @favdockofshame? 1 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('amberfbi')].text.value_counts().head(60)
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df_amber[df_amber.text.str.contains('her crime')].text.value_counts().head(60)
@realamberheard #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and submitting fake evidence . we will not be silenced. 2 @karadzorel @realamberheard #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation, submitting fake evidence and perjury . we will not be silenced. we stand with victims of domestic violence. we stand with johnny depp https://t.co/rg7ikb88jo 1 @kathygriffin #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. we stand with johnny depp 1 @adam_waldman #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. we stand with johnny depp 1 @andysignore @lindsayglazer @popcornedplanet #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and committing perjury . we will not be silenced. we stand with victims of domestic violence. we stand with johnny depp https://t.co/xtpfgyp0zd 1 @justjared #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury. we will not be silenced. we stand with victims of domestic violence. we stand with johnny depp 1 @xtinataft @realamberheard @_d_a_n_i_e_l__b @cle02470133 #justiceforjohnnydepp we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and committing perjury . we will not be silenced. we stand with victims of domestic violence. the audio doesn’t lie https://t.co/zpfxbnudnu 1 @reviewspossum #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. the audio doesn’t lie. https://t.co/f1svzp9xq7 1 @shotfilmcinema #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. she must be fired from all roles! 1 @wgtc_site #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber heard be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. https://t.co/jvqkv6kmji 1 @pdcmovies #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. the audio doesn’t lie! https://t.co/76pag3ahqf 1 like you guys idolize amber heard? ignoring her crimes? oh exposing themselves crazy. https://t.co/hczr0qrclu 1 @thecelebpost #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. the audio doesn’t lie! https://t.co/zcdihwv1b4 1 @dcu_direct #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. the audio doesn’t lie! https://t.co/ly5nybzkog 1 @ray8fisher #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation, submitting and perjury . we will not be silenced. we stand with victims of domestic violence. the audio doesn’t lie! https://t.co/qfnoybgmxo 1 @variety #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. it is essential that amber be removed from all roles https://t.co/srbkndlinl 1 @variety #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. she must be fired all roles! https://t.co/uaomfszcuv 1 @stephenseanford #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. the audio doesn’t lie! https://t.co/u6fabtqao6 1 @samjrakoh #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. the audio doesn’t lie! https://t.co/pisayvuoip 1 @adam_waldman @eriqgardner @thr #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. the audio doesn’t lie! https://t.co/hspkbwnugr 1 @timesupnow @heleneweinstein @bradhoylman #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. the audio doesn’t lie! https://t.co/vozuvpuhvm 1 @ilove_amber_ #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. the audio doesn’t lie! https://t.co/0m4n8hyop2 1 @aquamanuniverse @karadzorel @aquamanmovie @dccomics amber heard is the perpetrator of domestic violence. she must be placed in jail for her crimes- domestic violence and perjury. looking forward to the recasting, as she is no role model for woman! https://t.co/5l6c4egffc 1 so since we are talking about amber heard’s recent appearance with time’s up logo, let’s not forget that she used this exact organization to cover her crimes since the very beginning of her abuse hoax. never forget. never forgive. #amberheardisanabuser https://t.co/xbpzxzz9dr 1 @izze1122 @laurelscouture #truthmatters \n#johnnydeppisinnocent and not on trial...\n#amberheardabusedjohnnydepp honeymoon jd's face brutalized and everday abuse since\n#prosecute @realamberheard for all her crimes.\n\n#abuseisnotentertainment \n#justiceforjohnnydepp 1 very frustrated at the media’s reaction to #istandwithjohnnydepp today\n\nthere are audio recordings of amber heard admitting her crimes and intentions. \n\nit’s clear they were a 50:50 reciprocal dv situation, neither party should be pigeon holed as the perpetrator 1 @nfliving @janemerrick23 @joanne13harding they need to speak up, when a male victim of abuse can be labelled wifebeater. amber heard is the perp, abused men and women, arrested for dv 2x. witnessed/admitted abusing johnny depp. lied to government authorities in us and aus. she needs to be held responsible for her crimes. 1 the way this dumb bitch was gaslighting and making fun of johnny while simultaneously confessing her crimes..... fuck amber heard and fuck the judge #justiceforjohhnydepp 1 amber heard is the abuser. makes me ashamed to be a woman.\nthis vile creature is getting away with her crimes because of her gender. absolutely disgusting.\n\n#justiceforjohnnydepp 1 amber heard is a horrible human being in bed with the scum to get away with her crimes. they are domestic abuse enablers for both men and women. i can say there's definitely a good portion of their editors and readers that are wife beaters and sex pests themselves. 1 amber heard....i pray she gets what she deserves. she needs to be punished for her crimes. what a b!tch 1 #amberwho ?\n#enoughisenough \n\n#prosecute @realamberheard \nfor all her crimes.\n\nthe 2nd before #november3rd #2020 \n#justicenicols reveals \n#punitives #ngn #thesunuk #danwooton \n\n#vindicate #justiceforjohnnydepp \n#victoryforjohnnydepp 1 #enoughisenough \n#truthmatters \n#prosecute @realamberheard for all her crimes\n#abuseidnotentertainment \n\n#justiceforjohnnydepp \n#victoryforjohnnydepp 1 extremely sad to see adam off this case, but he’s helped expose amber heard for the abuser she is. keep fighting johnny, the public needs to realize what a horrible human being she is and make her pay for her crimes and abuse.\n\n#amberheardisanabuser #justiceforjohhnydepp 1 @habitatla @mytwosons777 we appreciate you looking into this matter and ask that she be removed. amber heard is no role model and should not be representing any organisations/charities. we demand that amber be charged for her crimes- domestic violence, defamation and perjury. https://t.co/23tf8k9ou1 1 @m_mann1 @kathsully @supergranisback so then, what? because one crime is "more important" than another, the other crime should be ignored? if there are two burglaries, a rape & a murder, they should let the burglars & rapist go, and only investigate the murder because it's "more important"? smh \n#amberheardisaliar 1 @adam_waldman @guypewsey #justiceforjohnnydepp #amberturd #johnnydepp amber the scammer amber is an abuser! she is the epitome of evil! she has to be brought for all her crimes! abuse, racism and lying to god knows how many courts! fiddling with evidence producing fake legal documents! and more!!😡😡 1 @truthisabitchh @plzeexplain512 @sia #amberwho. #msdangertoothers \nneeds to be #prosecuted fir all her crimes...\nand not enabled with her soap box of lies.\n\n#justiceforjohnnydepp \n#abuseisnotentertainment 1 #lorealparis stop #amberwho #amberpoo packaging.\n#liars have nothing for anyone...\n#abuseisnotentertainment \n#amberheardabusedjohnnydepp daily \n#vindicate #justiceforjohnnydepp\n\n#prosecute @realamberheard for all her crimes .\n#protect #publictrust 1 @_dcbrasil #justiceforjohnnydepp amber heard is the perpetrator of domestic violence. we demand that she be charged for her crimes- domestic violence and perjury. no one wants to watch an abuser and liar.everyone in my country despises this woman and dropped support for her a long time ago. https://t.co/hip6gfm9ln 1 @aatifaliye amber heard must be held accountable for her crimes. she has a history of being violent and abusive. #justiceforjohnnydepp https://t.co/gakmqdgxzd 1 @skinandsilly most welcome :) no worries it’s nothing much really. like you i am appalled by amber heard behaviour and how she has managed to get away scot-free without facing any repercussion for her crimes while still continuously smearing depp to this day. i hope justice is served soon. 1 @skynews not allegedly - she admitted she did do it as a joke but is now suddenly denying it.we demand that amber heard be held accountable for her crimes. she has been the instigator of an elaborate hoax. the audio doesn’t lie.#justiceforjohnnydepp https://t.co/egdknh3jgl 1 @lorealparisusa #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and perjury . we will not be silenced. we stand with victims of domestic violence. drop amber from loreal https://t.co/eoy2b3guec 1 @karadzorel @realamberheard #justiceforjohnnydepp. we will never stop until justice is served. we demand that amber be charged for her crimes- domestic violence, defamation and submitting fake evidence . we will not be silenced. we stand with victims of domestic violence. we stand with johnny depp https://t.co/e35zhz99y7 1 judge attacks johnny depp whiling ignoring heard's crimes! (share!) https://t.co/1fzigo1gov via @youtube \nthis judge is a disgrace to the uk's justice system! there will be #justiceforjohnnydepp and amber heard will pay for her crimes! 😠 1 @thenamesq the only privileged one here is amber heard. for all her crimes & fraudulent activities she is still a champion of human rights, l’oréal ambassador & what else oh yeah she is still protected by powerful corrupt orgs like #aclu #timesup & murdoch media scums #justiceforjohnnydepp 1 @thebeas17504960 @evolved71245694 @abigailbc8 @realamberheard justice for her would actually be punishment for her crimes honey #jailamberheard #amberheardisaliar #amberturd 1 however, i must mention that i am not a fan of seeing amber heard in this because her crimes against depp deserve justice. that being said. heard could just be in it for a few minutes, so i would be fine with that. 1 @adam_waldman @eriqgardner @thr i am not russian. iam not a bot. i am a supporter of domestic violence victims. amber heard has admitted to being physically violent towards johnny depp. she should pay for her crimes. #justiceforjohnnydepp #jailforamberheard 1 “ why does amber heard seek a mental health evaluation from a victim. \nms. heard is a serially violent abuser who sought to cover and compound her crimes against mr. depp with a fraudulent hoax? “\n\n- adam waldman #justiceforjohnnydepp https://t.co/mqflxqeujw 1 😂🤣 amber turds life nowadays. court appearances = vacation. that’s how pathetic her life is right now! haha, prison for her crimes will that be called a retreat?’ 😂🤣 amber heard’s hair is straw & that means @lorealparisusa your products definitely aren’t worth it! they’re 💩 1 @source411 i won’t be paying a dime for any of amber heard’s movies either. what i will do, is to continue exposing her crimes https://t.co/phdl5uzdwh 1 @ewagmeister i am much more interested, how abuser amber heard will be held respinsoble for her crimes and how her own "career" will suffer. you bore me... 1 the only privileged one here is amber heard. for all her crimes & fraudulent activities she is still a champion of human rights, l’oréal ambassador & what else oh yeah she is still protected by powerful corrupt orgs like #aclu #timesup & murdoch media scums #justiceforjohnnydepp 1 amber heard should be prosecuted & imprisoned for her crimes! \n#metoo #timesup #justiceforjohnnydepp 1 @morningpicker nobody cares until you report she's gone to prison for her crimes. #amberheardisanabuser #amberheardisaliar #johnnydeppisinnocent #justiceforjohnnydepp 1 each perjury accumulate to total lockup to confession or responsibility for all her crimes.. like "hellfreezesover" \nactially it seemed easier to not read #amberheardlies (@nickwallis too busy )as isupport all who reported bs press covertage...\n#justiceforjohnnydepp 1 @bbcnews it infuriates me to see how this violent & narcissistic woman seeks to be glorified for her crimes.\n& of course, it's painful for her to remember that 4 years ago she lost the great source of money & fame that was johnny depp was for her & her accomplices.\n#amberheardisanabuser 1 i've never seen a human more disgusting than amber heard. every time she opens her wide running mouth she stoops low, she is a female version of harvey weinstein. i hope she suffers heavy punishment for her crimes. i pray & hope she r*ts in jail & h*ll. \n\nrest in h*ll turd 1 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('criminal')].text.value_counts().head(60)
amber heard uses only instagram these days as she can put her photos there for perverts to stan her because she shows skin & other people thinks she is great as she is doing her fake activism, not knowing that she is a criminal.\n\ntwitter does her no favor\n\n#amberheardisanabuser 2 #amberheardisanabuser #justiceforjohnnydepp \nhttps://t.co/j5lxkiv8o5\n437 k \nwe will not glorify the criminal, abuser, slanderer, liar amber heard in the entertainment industry. 2 #amberheardisanabuser #justiceforjohnnydepp \nhttps://t.co/j5lxkiv8o5\n451 k \nwe will not glorify the criminal, abuser, slanderer, liar amber heard in the entertainment industry. 2 [amber heard] persists in wanting physical contact, despite him calling her “fuckin’ nuts” as a result. the recording was done without his knowledge or consent, which was in itself a criminal offence. \n\n- david sherborne #justiceforjohnnydepp 2 “listen criminal liar @realamberheard if johnny didnt hit you is because he didnt want to because he really loved you. you're trash mocking of him. god isnt happy with you. you can't wonder the punishment is waiting for you from god and from human justice #justiceforjohnnydepp” 2 from a non-fan...\n\nwho should i believe?\n\namber heard, who has a criminal record..\n\ntasya ree, the woman heard beat in 2009, causing her arrest..\n\ndepp, who has no criminal record that i know of..\n\nor none?\n\ni wonder who to trust. 2 listen to the people and stop endorsing and enabling evil amber heard and her criminal ways. \n@lorealparisusa\n@ungeneva\n@aclu\n@aclu_mass\n@sams_usa\n@nlatun\n@argentinaun 2 stop giving amber heard, an admitted domestic abuser of not one, but two people, film roles. stop. just stop. s t o p. she can't fucking act, she looks like she is pushing 48, and she is a fucking criminal. \n\ni will not see anything she is in. period. 2 @warnerbros amber heard is a liar. do you support liars, criminals and abusers? 2 @wbhomeent @warnerbros @bestbuy 🤨why buy from a dodgy brand like you when i can just buy somewhere good, what kind of #insanity is it anyway to fire the victim but hire the convicted domestic criminal amber 💩heard? everyone knows that #amberheardisaliar, #amberheardisanabuser. mmmk? #justiceforjohnnydepp https://t.co/85m6uy7wdg 1 also, #amberheard should be locked up behind bars! she should be totally and completely ashamed of herself for what she had done to my favorite actor!\n#amberheardisguilty \n#amberheardisaliar\n#amberheardisafraud\n#amberheardisacriminal \n#amberheardistherealabuser https://t.co/lkljzexl2g 1 @popdoggess @thesun johnny’s criminal case against amber heard hasn’t even started yet. it will be in america and i believe a jury will be deciding the outcome. it’s important not to read biased media reports- remember jd was suing @thesun owned by media giant murdoch- he controls a lot of media 1 @wbpictures 😠no justice for the victim? i was looking forward to renting this, but you got desperately insane enough to hire the convicted domestic criminal and fire the victim. you are corrupt! not interested in this film now. #amberheardisaliar #amberheardisanabuser #justiceforjohnnydepp 1 @s_iriusblack @criminallights @realamberheard #amberheardisamalignantnarcissist #justiceforjohnnydepp #istandwithjohnnydepp 1 since when was it johnny depp vs amber heard? thought it was #johnnydepp vs ngn and dan wootton? #amberheard didn't win anything. it was a label trial not a criminal one. amber was only a witness! 1 @realamberheard #lieslieslies they gonna get her.\n#enoughisenough \n\n#justiceforjohnnydepp \n#truthnatters\n#justicematters \n\n#enforce law #prosecute criminal abusive liar and conspirators 1 shame on you @cateeblanchett and @kylieminogue and @caradelevingne to support a men’s beater. amber acted as a criminal on many occasions. i will support any woman who is a real victim of men’s abuse, but not a fake one. open your eyes! #justiceforjohnnydepp 1 what a. heard, her conspirators, enablers, media, legal system, @wbpictures, @warnerbros & entertainment industry doing to #johnnydepp is not just appalling on every level it is criminal!!!\n#justiceforjohnnydepp \n#boycottwarnerbrothers \n#boycottfantasticbeasts\n#boycottamberheard https://t.co/vgrzhi6jss 1 just realized that ah was in an episode of criminal minds. didn't know who she was. \n\n i honestly thought she was the serial killer the entire episode. i was shocked it wasn't her. not joking!!\n\n#justiceforjohnnydepp \n#amberheardisanabuser 1 "no criminal history". sure.\n#justiceforjohnnydepp\n#amberheardisanabuser\n#abusehasnogender https://t.co/h9pdhbi7lk 1 i forgot that amber heard was in criminal minds 😪💘💕💖💞💗💓 1 was #amberheard previous criminal records of no value at all? \n\n#justiceforjohnnydepp \n#amberheardisanabuser 1 @cynicalceleste @nonunnun @realamberheard @kamalaharris wait, amber heard is a criminal, and i supported obama hillary and biden campaigns. her behavior is well known and it is horrible how she not just attacked her spouse but also how she treated others too. 1 @wbpictures @hbomax who cares? you gotta be corrupt when you do twisted stuff like side with convicted domestic abusive criminals like amber💩heard. hasn't there been more than enough disgusting evil in 2020? apparently not😬#amberheardisanabuser #justiceforjohnnydepp 1 demoniac is #amberheard \n#enoughisenough \n#truthmatters \n#justicematters \n#enforce law #prosecute criminal abusive liar conspiring to murder #johnnydepp now colluding to #characterassassinate \nher victim.\n#mentoo \n#justiceforjohnnydepp 1 i love jason momoa with all my heart but if @wbpictures keeps amber heard i will boycott aquaman 2. there needs to be justice and punishment on both ends! it’s not right that only johnny is held as a criminal and she gets off scott free l!!😡😡😡 1 criminal pedophile hollywood elites!!! petition to remove amber heard from ‘aquaman 2’ passes one million signatures. she dismisses it. https://t.co/toofmjlvkk 1 that's most damning of all. amber heard has a criminal record, why side with a literal criminal over a man with proof of everything? 1 @jurassicpad @globaliteman @simonrbriggs @tennispodcast what that leads to is trail by media, amber heard has just shown that courts can hold up their case, it’s a criminal matter and should be in a court 1 as much as i’m team johnny depp, i feel like soooo many people are misunderstanding the court case. he lost a libel claim suing the sun, not a criminal case against amber heard 1 @m1sche1f all the evidence, expert testimony, and criminal history points towards @realamberheard being the abuser. #justiceforjohnnydepp #amberheardisanabuser 1 everytime i see that episode of criminal minds with amber heard in it i scream “fuck you” oops 1 @theblastnews i still don't understand why these "film studios" are so desperate to hire convicted domestic abusers/criminals like 💩amber turd but fire the victims in the 1st place. talk about corrupt 💩#amberheardisanabuser #amberheardisaliar💩 1 online petitions rarely help. but, at least some people around the world are realising that women are not always right. amber heard is an abuser and a horrible criminal.\n\nlet's do the right thing.\n\nhttps://t.co/cpvpdwv5uk 1 johnny depp lost libel case over a very disgusting tabloid calling him a wife beater. it’s not a criminal case. the judged was biased since day one and now we know she and her son ironically have connections with sun and amber heard. johnny should win his appeal. it’s shady af!! 1 beurk amber heard dans un épisode de criminal minds 🤢 1 can’t believe fucking amber heard is still got her role in aquaman like people let’s not watch that fucking movie when it drops and let them know we don’t allow criminals get off to easy. enough is enough this bitch lied to get involved with me too campaign and now this we need 1 @theblastnews 😬yikes! she's been keeping up her "role" as the convicted criminal abusive psycho liar that she is for years now, where's the real news? #amberheardisanabuser 💩#amberheardisaliar https://t.co/ra5lfh7bp3 1 well i'm over tired. time to pillow faceplant! final thoughts....\n\napparently according to amber...\n\n#johnnyissecretlygru 😆\n\nseriously though...\n\n#banabelism\n#autisticsarenotviolentcriminals\n#justiceforjohnnydepp\n#justiceforkatejames\n \nand forever\n#nothingaboutuswithoutus\n🌙 1 @vicky73914472 @brandielyynn_ @wehaveaproble11 @masternoplan @snow_blacck he stated and found completely absurd and non-existent things.\nhe stated that amber heard has no criminal history, which is obviously and absolutely untrue with her being arrested on domestic violence previously and with an ongoing case for perjury in australia, 1 amber heard is a wife-, husband and sisterbeater. arrested for dv 2x! imagine a company that takes the arrested, witnessed, admitted female abuser over her male victim. oh wait, that would be @wbpictures @warnerbros @warnerhomevideo , home of criminals. 1 @tweetdodger @krodofficial @louisemcdaid @littlenashyyup https://t.co/xopyvsd1cz.that 129 page decision justice nicol said amber heard had no criminal record which is untrue\nshe was arrested and charged with spousal abuse\ndui charges calling for a 4 year driving ban\narrest for driving on a revoked license\nher guilty plea in australia 1 hey #hollywood world, keep protecting amber heard, the abuser, the criminal, the home wrecker, the hoaxer, i just wonder who will be her next victim #metoo #boycottwarnerbrothers #justiceforjohnnydepp https://t.co/exglhdvlps 1 @aclu. respect your mission and disassociate yourself publicly with #amberheardisanabuser. #amberheardisaliar and has been recorded multiple times admitting to assaulting her then-husband. she is no supporter of women. she is a criminal. 1 it's sunday and the trolls supporting amber heard are out. it's just boring at this level and i'm just tired of those ignorant fools who can't tell the difference between "civil" and "criminal"!\n#justiceforjohnnydepp #amberheardisanabuser #boycottwarnerbros #johnnydepp https://t.co/wavgzgbudu 1 @mrgournalist @phimvle @lilojermyn there was no conviction because it was a civil libel case, not a criminal trial. furthermore, all the evidence shows that #johnnydepp is the real victim and amber heard the real abuser, but the judge decided to ignore all of this evidence.\n#justiceforjohnnydepp https://t.co/cakz5qapvb 1 @tralalalumbum #nothingtolikeatamberheardabusivelyingfrauddemoniac \n\n#justiceforjohnnydepp \n#justiceforvictims needing #judicialremedy \n\n#stopthelies \n\n#unprovokedviolence is criminal.\n#enforcelaw \n#prosecute all propping up \n#nikolasix #bedpoopoffensive @realamberheard \n#biohazard duh! 1 @littlenashyyup only one of the two was proven to be a wive beater, arrested and has a criminal record for that.\nher name is amber heard.\n\nno, she wasn't a girlfriend. evidence in the court surfaced, they were once married (like the check with the name of amber van ree).\n\nhttps://t.co/mqmpvyr6tq 1 @theanimaniacs @wbpictures @warnerbros are full of 💩. they are abuse enablers & a platform for all criminals, abusers to shine, while drowning the victims & innocent ppl!shame on u warner bros! #boycottwarnerbros #justiceforjohnnydepp #amberheardisanabuser #boycottwarnerbrothers 1 the criminal minds fandom hating amber heard is just something so personal to me. 1 @thesun you should be talking about the husband beater amber heard. the editor is clearly a criminal calling johnny depp a wife beater with so many proven evidences. despicable behaviour. 1 amber heard tiene todo lo que yo quiero no puede ser que se encamo con andy muschietti y encima en criminal minds se está comiendo a reid por favor y yo re miserable acá sufriendo dios tiene sus favoritas realmente https://t.co/yn9ijicyah 1 @westeddavid @arkhamcitysiren @ivanae believe women. but don't believe criminal.\n#amberheardisanabuser https://t.co/8ojqrjqs0a 1 "johnny depp trial hears about the day amber heard changed the locks to their apartment" their apartment!? where amber and her criminal gang lived for free and contributed nothing but shit!\n\nhttps://t.co/drxypgmk6z 1 @serenit92364325 @thesun johnny is taking amber heard to court in america. this is a criminal case and amber is on trial for her lies. she is obviously the abuser- audios, prior arrest, witness statements from doctors, police etc. https://t.co/vcl753toef 1 the sun and other tabloids from the uk are now running a full fledged smear campaign against johnny depp for allegations that were never criminally tried, much less convicted. wonder who's directing them to do so? 🧐\n#justiceforjohnnydepp \n#amberheardisanabuser 1 @annaommen no he wasn’t found guilty. it wasn’t a criminal trial. amber heard on the other hand has two previous arrests for domestic violence. 1 @the_human_iron @minariexe @nastyandchill @harrij23 facts my guy if we dont matter because of the criminals in our gender then women don't deserve a day let alone a month for the people like amber heard in there's imo 1 injustice nicol in his reasons: "ms heard said she had pled guilty to the 1 remaining charge."\n\nalso injustice nicol in his reasons: "she is truly remorseful for incorrectly filling out that form ... ms heard comes\nb4 the court without any criminal history. #amberheardisanabuser https://t.co/lskiql9muh 1 @jk_rowling im boycotting wb treatment of johnny depp is sick and uncalled for so boycotting goes as far to anything jk rowing & wb won't watch cursed child film or fantastic beast 3 i will not support amber heard who actually has criminal record againstfemaleex partnerbattery 1 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('is criminal')].text.value_counts().head(60)
@mayak215 that documentary was produced by depp himself. so of course those satanists were portrayed as innocent. but why do you all only attack amber heard? why don’t you guys ever attack his criminal buddies: roman polanski, marilyn manson, or hunter s. thompson??? 1 the mainstream media has become such a heap of garbage. what they are doing to #johnnydepp is criminal and disgusting. #amberheardisanabuser #amberheardisaliar 1 @izzy_theycallme @piscesmoon63 @jameelajamil @realamberheard perfectly said, @izzy_theycallme!she's the very careless,immoral media we need to banish from the spotlight! media who harm instead of report true facts! ruining lives for gain is criminal! #canceloitillerwright #canceljameelajamil #amberheardisanabuser #justiceforjohnnydepp 1 what amber heard did to johnny depp is criminal! these people are criminals.\n\njohnny depp v amber heard: new damning evidence against amber: will it i... https://t.co/btg48knkvt via @youtube 1 @mattjarbo i have a question do you if amber heard is criminally charged do you see warner brothers firing her and replacing her ? and you channel is one of my favourites 1 @realamberheard should do the honourable thing and quit her role in aquaman 2. putting her in a film targeted towards children is criminal. @wbhomeent @wbpictures @dccomics @aquamanmovie #justiceforjohnnydepp #amberheardisanabuser #johnnydepp #amberheard 1 #adultress #husbandbeater @realamberheard the #perjurous #delusional #liar is criminally #damgertoothers as #truthmatters \n&\n#amberheardabusedjohnnydepp daily and is in breach of nda \n\n#wedemand\n#justiceforjohnnydepp & #vindicate #johnnydepp 1 #amberheardisanabuser #amberheardisaliar, #amberheardisathief #amberheardisacrook and she is criminal. 1 violent abusive @realamberheard is not representing women and is criminal needing removal from all public airwaves so not to pollute nor contaminate pure hearts with her gross false witness sins lies and violence.\n\n#justicematters \n#truthmatters \n#justiceforjohnnydepp 1 what jonny depp has been through with amber heard is criminal amber heard warner bros and her supporters are idiots depp was confirmed to be innocent and he loses all his rome and amber heard doesn't so stupid #justiceforjohhnydepp 1 @lostbeyondpluto this is criminal\n\n#amberheardisanabuser \n#justiceforjohnnydepp 1 what a. heard, her conspirators, enablers, media, legal system, @wbpictures, @warnerbros & entertainment industry doing to #johnnydepp is not just appalling on every level it is criminal!!!\n#justiceforjohnnydepp \n#boycottwarnerbrothers \n#boycottfantasticbeasts\n#boycottamberheard https://t.co/vgrzhi6jss 1 @tralalalumbum #nothingtolikeatamberheardabusivelyingfrauddemoniac \n\n#justiceforjohnnydepp \n#justiceforvictims needing #judicialremedy \n\n#stopthelies \n\n#unprovokedviolence is criminal.\n#enforcelaw \n#prosecute all propping up \n#nikolasix #bedpoopoffensive @realamberheard \n#biohazard duh! 1 @andrewbarbot it isn't funny to mock & defame an abuse survivor!johnny depp’s innocent,he was abused by amber heard, he’s an abuse survivor!and you mock him & the abuse he suffered & humiliate him?this is criminal,unacceptable,revolting & shameful!#justiceforjohnnydepp #boycottwarnerbrothers https://t.co/iaooidwjjm 1 @justiceblaze relax, all the politically correct crap and gossip are wrong. johnny depp is innocent. amber heard is the real abuser. johnny never laid a hand on anyone. ever. truth. your teen is in good hands. enjoy captain jack sparrow while you can. cancel culture is criminal. #mentoo 1 @theinfamousone6 watch this video. anyone who still thinks ah is a victim or that they were both bad...listen to this video. johnny was victimized, abused, berated & beaten. there’s only one person at fault..amber heard. i pray that she is criminally charged for her crimes against humanity 1 @comicbook seriously this is so disturbing. i can't believe this criminal still has a job. audio of court hearing after amber heard was arrested for assaulting her then girlfriend tasya van ree: #amberheardisanabuser https://t.co/zq8k70rgpk 1 @eve_barlow do you know what should be criminalized?? making false allegations so offenders like your friend amber heard can't operate without consequences.\nbtw do you know what is criminalized?? lying under oath, that's not a threat, that's call perjury\n\ntake care 1 @loreal \nyou are ok with this criminal, your spokesperson amber heard?\n\n#amberheardisagolddigger\n#amberheardisafraud 1 @aclu we expect mr romero to make 2 statements for aclu today: about mr trump trying to steal the election and kill american democracy and about ms amber heard who did not pay the 3.5m$ she said she would give to aclu. #amberheardisaliar and aclu is criminally silent about this 1 @wbpictures amber heard is a liar & a fraud\n\nshe lied about donating $3.5m to sick children,\nshe kept it for herself \n\nshe lied about being a dv survivor,\nshe was the violent abuser \n\nhow much longer are you going to associate yourselves with this criminal?\n\n#justiceforjohnnydepp https://t.co/gayithv3ag 1 atrocious charity @aclu should be ashamed. they actually helped continue the lie & abuse because of money & @elonmusk donations. they are sick. the charity who swears to protect actively lies to this day for this criminal & liar and denies jd his own rights #amberheardisaliar 1 @adam_waldman @ilovegellert provided chauffer waaa\n\n#amberheardisaliar \n@realamberheard attempted to murder #johnnydepp \n##amberwho assaulted maimed brutalised #johnnydepp \nshe is a #defective #fraud0wife\nunloving uncaring violent #dangertoothers \nwhy is this criminal not prosecuted?\n\n#truthmatters 1 @sweetestsands #andrewnicol is criminal buy supporting \n#amberheardisaliar \n#highcourt corrupt\n#hermajesty #queenelizabeth \nneeds her courts restored to just honorable godliness! 1 amber heard's un-american attemps to take away our right to free speech & rip away our privacy as protected in the constitution & the law; is criminal! @realamberheard tried violating our rights as she violated johnny's! we demand justice! #amberheard4prison #justiceforjohnnydepp 1 @ryanleone85 😳 i know she is a vile person for what she has done ( and continues to do) to johnny. but this is criminal and i really hope the victim is ok and comes forward when that are ready. turdy really needs to be held accountable for all she has done. #amberheardisanabuser 1 @adam_waldman @thatbrianfella it is criminal that a judge could look at these photos👆 and say “i believe amber heard’s version”. \n\njust criminal. \n\ni believe if there was a “real” investigation into the uk judges decision -it would be front page news in british media &would righteously embarrass uk courts. 1 yes! pressure needs to be put on the shamefully silent when it comes to amber heard who has been proven to be the perpetrator of dv and a hoax to destroy a mans career in order to propel her own & those of her friends/coconspirators. the silence of her colleagues is criminal imo 1 what amber heard did to johnny depp is criminal. he almost died and he could’ve died if she had continued her abuse on him. #justiceforjohnnydepp \nthink about all the other men & women in the world that don’t have the chance to escape their abusers? 1 @wbpictures @dccomics @att\namber heard allegedly ‘illegally threatened’ assistant into lying after dog-smuggling bust (amber heard is criminally by iilegally having dogs into australia) \nhttps://t.co/esxh0zug2j 1 @heardxsource people do not hate amber heard or someone else purposefully .. but they are watching her dirty game - slander, insincerity, heartlessness - and see that many put this criminal on a pedestal. evil is not punished and it generates bitterness and hatred in the heart. 1 @arbitrary_deten @realamberheard @marshalazareva ask this criminal amber heard, how it felt blackmailing,marrying, abusing,controlling & falsely accusing one of the mighty megastar on this earth?she should share her criminal experience as well how tf she is fooling public with her fake activism while being sued for lies & abuse https://t.co/7uqo0dxlkn 1 @doughtystpublic @realamberheard amber heard is a bloody abuser. this is like inviting harvey weinstein to a metoo movement rally. amber heard is the white version of jussie. stop hurting real victims by promoting this criminal. shame on you. 1 amber heard is criminal!!!!! @lorealparisusa please make the right decision and get rid of this monster!! you were told about this abuse one year ago. i, personally, tweeted to you before you even hired her, and still??? really??? 1 @ryda90 @mayak215 amber heard is criminal put her in jail.... 1 how can there be people who still believe and support this criminal? 😡#amberheardisaliar #amberheardabusedjohnnydepp #justiceforjohnnydepp 1 this is beyond heartbreaking and horrific, this is criminal! \n#amberheardbelongsinjail\n#justiceforjohnnydepp\n#amberheardisanabuser\n#mentoo #abusehasnogender 1 @etnow johnny depp is so brave for doing this and at the end he will win the defamation lawsuit against this criminal. amber heard should be on jail \n\n#justiceforjohnnydepp 1 anyone w/any decency must read this new sworn testimony re. #amberheard's abuse of #johnnydepp. she beat him, trashed his things, put a cigarette out on his face & severed his finger. this is criminal! \n#justiceforjohnnydepp \n#amberheardisanabuser \nwhere are you #metoo?!\n#mentoo 1 @annaommen yes galgadot is but the slanderous libelous defamation against #johnnydeppisinnocent ... is criminal and on this page and needs to be removed! #amberheardisanabuser \n#amberheardisadangertoothers in reality! and there is no #justiceleague if she is apart of them ! 1 you got her johnny. go ahead. the truth is with you. #amberheardisanabuser\n#amberheardabusedjohnnydepp \n#wewantamberheardinprison\nfinish this criminal liar abusive c*nt @realamberheard https://t.co/ozb5lyi2bm 1 "amber heard's deposition is 27th sept, unless she tries to run from it"\n\nthis woman has already lost the game hahaha! go johnny go, bring this criminal down 🔥 1 he was completely find for his lawyers to find a record when amber heard was arrested for something that was an misunderstanding, but the moment she or someone else wants to bring up his criminal records, he’s scared for his image. 1 @schwetak u should use google sometimes bcz he's the one who went through horrible abuse during his 15 months of marriage with his criminal abusive wife amber heard. he's suing his abuser for 50 millions of defamation & continuously exposing his ex-wife as a liar & husband beater. 1 @sams_usa @realamberheard sams has partnered with the abuser amber heard and just keeps promoting this criminal 1 #amberheard #johnnydepp #johnnydeppdeservesjustice #johnnydeppisinnocent \namber heard allegedly ‘illegally threatened’ assistant into lying after dog-smuggling bust (amber heard is criminally by iilegally having dogs into australia) \nhttps://t.co/esxh0zug2j 1 her parents knew that she lied!!! and this criminal woman calls herself an activist and the voice for abused women! how dare she? #amberheardisanabuser #amberheardisaliar 1 participating in characterassassination is criminal.\ntruth is #amberheardisadangertoothers\nask her dead 16year old best friend...\n#thankgod\n#johnnydeppsurvived\n#justiceforjohnnydepp 1 amber heard is employed at @unhumanrights @aclu @lorealparisusa @loreal @lorealusa & gets paid to be a false survivor & whomever is responsible for making this tweet happen has its coffers overflowing. all the $$$ made for #metoo now is in jeopardy bcuz of this criminal activity 1 she's sick! i'm so pissed that companies like @lorealparisusa still endorse this criminal. #justiceforjohnnydepp #amberheardabusedjohnnydepp 1 @apark2453 @kathryntewson @callernecro @wesleydeaguayo2 @_hero_hei_ @rekietamedia @sgsamii @thatumbrella @yellowflashguy @comegeeksome1 i assumed if the only punishment is a fine, then its considered civil. i got this impression from the fact that most domestic abuse cases are civil cases in court that even if the crime is criminal it can be a taken as a civil case. case and point johnny drop and amber heard. 1 @theblastnews kate james "amber heard is a classic bully" her own assistant received horrible mental & verbal abuse from her yet this criminal abusive woman had the audacity to portray herself a victim!! i am so sick of this woman. god remove her from this world.🤢🤢🤢 1 @depphead_ the #bedpoopoffense\n#amberheardexcrimins & the air (#press) circulatories devices ...\nlaw must address this criminal.\n\n#justiceforjohnnydepp 1 @putaojamishere @aquamanmovie @realamberheard shame on you for supporting an abuser !!!! your action is criminal #justiceforjohnnydepp 1 this is more proof that the media is trying to silence people that are speaking the truth about johnny depp and amber heard. why are they so desperate to protect this criminal??\n#justiceforjohnnydepp \n\nhttps://t.co/uzjip9uoi3 1 @lorealparisusa #iboycottloreal #boycottloreal for supporting violent serial abuser #amberheard. if you are looking for talented women in the cinema industry, then there is no need for you anymore to support this criminal abuser. "amber heard" and "talent" is a contradiction. 1 @malibudietcoke supporting a #dangertoothers ie #amberheardthelyingabuser \nfor \n#amberheardabusedjohnnydepp \n\nis criminal and morally bankrupt\nbeing a fraud against god and love...\n#justiceforjohnnydepp 1 amber heard is the scum of the earth. the #metoo movement own us an explanation of why they keep supporting this criminal 1 @thiswaykat @gellertdepp theres no video of depp throwing a bottle but there is criminal record of amber abusing her ex partner so maybe cut the bs of amber being a victim when its clear as day that she is the abuser #amberheardisaliar #justiceforjohnnydepp 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('prison')].text.value_counts().head(60)
i want amber heard in prison for abusing & defaming an innocent person. do you? 7 amber heard should be in prison 5 prison for amber heard 4 amber heard for prison 2020 3 i want amber heard in prison for abusing and defaming an innocent person. do you? 3 @prisonplanet #justiceforjohnnydepp 3 amber heard needs to be in prison 2 i want amber heard @realamberheard in prison for abusing & defaming an innocent person. do you? 2 want amber heard in prison for abusing & defaming an innocent person. do you? 2 #justiceforjohnnydepp #prisonforamberheard 2 they've already made a low-key mockery of aquaman, but if they don't fire amber heard - and lock her away in an atlantean prison- i will personally summon all sea life and rain down destruction on the idiots that are giving her a free pass. aquaman would not stand for this. 2 amber heard? yeah amber heard she goin to prison 🚫🧢 1 justice for johnny depp. if it was the other way around he would be put in prison, a lot of people would send him threat messages. mothafuckers got to see what he’s been through. fucking abusive bitch getting away with it. his pain will forever be there. #justiceforjohnnydepp 1 i just read amber heard could face up to 3 years in prison for fake evidence 1 warner brothers officially canceled after doing johnny depp dirty like that. and send that pos amber heard to prison. #justiceforjohnny #amberheardisanabuser 1 amber heard needs to be in prison and everyone should boycott her career 🙄🙄🙄 1 men often don’t speak up against their abusers when they are the victim.\n\nand unfortunately, when they do, it can end up like what happened to johnny depp. he’s losing his career now because he spoke up.\n\nfuck amber heard. get her out of the spotlight and into a prison cell. 1 men who hit women are the scum of the earth.....there is no lower scumbags!!! they should serve prison time!!!\nsharon osbourne says amber heard 'gave as good as she got' - insider https://t.co/upss9kzqp0 1 or they could just keep johnny depp and put amber heard in prison 1 so when is johnny depp going to get some justice and not just memes? when are we going to fire amber heard from aquaman, destroy her career with facts about her abuse towards depp, and send her to prison??? just wondering. 🥺 1 #justiceforjohnnydepp #wherestheequality #fuckyouamberheard #inprisonamberheard https://t.co/7dx7wfopry 1 spouse. there is endless proof of what amber heard has done to johnny depp and it is absolute bullshit that he is getting no sort of justice and that bitch is getting away with it because she's a woman. it's sickening. if he did all that to her, he would be in prison. 1 more than likely, until johnny depp gets a public apology and his role back with amber heard fired and put her in prison, i’m saying fuck warner bros and boycotting them 🤷🏾♂️. https://t.co/zpofpghgs6 1 amber heard is a piece of shit. if you support her, i reckon you want me in prison. fuck you 1 the sexual tension between amber heard and prison 1 @realamberheard @kamalaharris so who's career are you going leeach off next, abuse them and than destroy? 🤔 just curious seeing as you enjoy taking the easiest way out of everything. #justiceforjohhnydepp #destroyamberheardscareer #amberheardforprison #amberheardisanabuser #amberheardisaliar 🖕🖕🖕😁 1 people who provided false allegations of assault, rape, etc deserve to be charged and serve prison time. too many peoples careers have been ruined over false accusations. #justiceforjohnnydepp 1 just know i would do life in prison for taking out amber heard 1 fuck @realamberheard! she deserves to be fired and go to prison for abuse! #justiceforjohnnydepp! \ndc entertainment: remove amber heard from aquaman 2 - sign the petition! https://t.co/jzsxbcvosz via @change 1 yes to all of this... if women were incapable of committing violence or offences, we would not need womens prisons, fact! \n\n#abusehasnogender #mencanbevictimstoo #justiceforjohnnydepp 1 @wbpictures it's not a victory that he is still being paid for his contract. it's legally silencing a victim. you know who else used to silence his victims by paying them off? hw. he's currently serving 23 yrs in prison, his la charges alone = 140 yrs. #justiceforjohnnydepp 1 i absolutely cannot stand her and the fact that she’s still being protected. she should be in prison. you can just tell from the smile on her face that it’s a memory that she cherishes and enjoys. #justiceforjohnnydepp 1 if johnny depp decides he can't take it anymore & ends his life. i mean this in the most disrespectful way possible, i don't want to hear any women talk about mental health especially that of men if they supported amber. all she needs is prison.\n#justiceforjohnnydepp 1 justice for johnny depp. amber heard should be in prison 1 amber heard is a fucking cunt and a sociopathic gas lighter who belongs in prison 1 i doe usually push my mouth up in social issues online anymore eh, but fuck that replace amber heard for a movie talk.\n\nthat woman needs to go to jail bro. not because of the abuse necessarily. but the attempts to demonize and imprison the victim. 1 @cxrxellle to watch amber heard go to prison. 1 assez incroyable toute l’énergie que je vois depuis deux trois jours sur twitter pour envoyer amber heard en prison. pour une fois ça viens des gens qui en on rien a fouttre d’habitude, bravo pour l’engagement cette fois ci 🥳 1 https://t.co/z4bcmh9kzy. amber heard should be in prison. 1 amber heard should be put in prison. that is what we are all saying. is there a speck of integrity of some judge to look at the evidence? i want to see it. 1 @realamberheard @kamalaharris looks like amber heard is really in deep mental health issues. she deserve prison to recover. #prayforamberheard #amberheardisanabuser #amberhearddeserveprison 1 they corrupted a judge so that this bitch could win his trial! they need all the masters in prison for corruption 😡😡🤬\n#justiceforjohnnydepp 1 amber heard is literally psychotic she actually should be in prison and the fact that she’s still trying to take him down after years of this issue and people still thinking it’s him ??!!! y’all don’t feed into what she says she truly is a horrible person #justiceforjohnnydepp 1 amber heard is probably the biggest cunt in the world. idc how hot she is. lied about being abused, actually did the abusing, and ruined johnny depp's career. i hope he gets the justice he deserves and i hope the bitch rots in prison and her career tanks 1 like this if you hate amber heard\n\nrt if you think she should go to prison \n\njust curious \n#amberturd 1 @angela_gfaqndb @thechewdefense @getfandom over 1 million people already have shown that they won't watch aquaman 2 if amber heard is in it. only one of them will end up in prison for lying, abusing, conspiring and committing perjury. that's amber turd. #fireamberheard 1 amber heard? yeah amber heard her ass going to prison 😂😹😹💯 https://t.co/xdskevzvsw 1 amber heard belongs in prison. she's just as bad as any other abuser. johnny depp was forced out of roles while she keeps all of hers. however it's sad to see that female celebrities getting abused doesn't get as much coverage. we need to bring justice for the abused. 1 if weinstein gets out of prison and gets back in film, keep that amber heard energy.\n\nif kevin spacey gets on a new project, keep that amber heard energy.\n\nif woody allen drops a new movie, keep that amber heard energy. 1 more like petition to replace amber heard's house with a prison cell 👍 1 @davidhbrown @realamberheard imagine being retarded enough to think that amber heard shouldn’t be in prison. 1 currently thinking about the fact that if i saw amber heard in the street i’d end up in prison before she will. 1 in a perfect world, johnny depp would still have his career and amber heard would be in a maximum security prison 1 stop saying we want amber heard fired from aquaman 2. \n\nwe want her in prison! 1 anyone who abuses someone physically or emotionally regardless of gender should be behind bars for a long time. amber heard needs to either go to a psych ward or prison for being a scummy human that beats her husband then plays victim. 1 #justiceforjohnnydepp #johnnydeppisinnocent \namber heard needs to be fired, lose everything that she has, an live in prison for everything that she's done to jd. her lawyer and judge are friends with her and it's disgusting that they let her get away with it. 1 name a more iconic duo then amber heard and prison 1 @stirgussa if you read all the court transcripts, and the judge’s reasoning for his assumptions then realise the links between him and ah lawyers. then yes he is corrupt!! this judge has done this before and sentenced a man to 15years prison who was freed on appeal!! #justiceforjohnnydepp 1 on a serious note, why is amber heard not in prison? 1 @mistyadxoxo @eskarina9 tmz are also being a public mouthpiece for jamie spears ( britneys dad) as he fights to keep her a prisoner and control her life, clearly #warnerbrothers isn't a force for good. #justiceforjohnnydepp 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('jail')].text.value_counts().head(60)
@realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 22 @realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnnyf #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 16 amber heard should be in jail 11 @realamberheard @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport @aquamanmovie #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 7 is amber heard in jail yet? 6 #justiceforjohnnydepp #jailforamberheard 6 when a man abuses a woman, his disgusting, nasty, repugnant ass needs to be in jail and held accountable.\n\nwhen a woman abuses a man, her disgusting, nasty, repugnant ass needs to be in jail and held accountable\n\nvictims deserves justice.#justiceforjohnnydepp 5 next #amberheardisanabuser in jail \n#justiceforjohnnydepp 5 @jorickhards @realamberheard hi, i'm a woman, and i fully support amber heard going to jail for what she did and said. not misogyny, but equality. have a terrible day 4 amber heard should be jailed 4 #jailforamberheard #justiceforjohnnydepp 3 why isn’t amber heard in jail 3 amber heard makes fun of the situation when she put a cigarette out on johnny depp's face while they were in australia in 2015. "it was deliberate," she says while blaming him for doing this - "he didn't feel it as he was already in so much pain." rot in jail for this, amber. 3 amber heard needs to be in jail 3 throw amber heard in jail 3 amber heard belongs in jail. 3 put amber heard in jail 3 why isn’t amber heard in jail yet? 2 amber heard is going to jail 2 why is amber heard not in jail yet 2 #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar #johnnydepp #amberheard #justiceforamberheard (jail) 2 @un_women amber heard to jail. 2 @daily_express completely irrelevant. just another dig \n\nthe public are much more interested in reading an article from yourselves on amber heard lying about the donation of $7m to charity. she's admitted to abusing johnny depp, lied on oath, now she's committed fraud.\n\nshe deserves jail right? 2 amber heard should be in jail. #justiceforjohnnydepp 2 @youdidnotexist i really hope to see #justiceforjohnnydepp at some point.. not just to make him pay the taxes he hasn't paid for 17 years, but he should also be charged, tried and jailed for drug smuggling, perjury and 14 counts of domestic violence. 2 i hope amber heard rots in jail 2 throw amber heard in jail. 2 @realamberheard @nytimes @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 2 amber heard needs to be put in jail 2 so when is amber heard going to jail? 2 amber heard may face jail time for lies in johnny depp case https://t.co/qckey5kemm via @youtube 2 @dccomics #justiceforjohnnydepp justice for him, and fire amber heard from aquaman 2 #fireamberheard #justiceforamberheard justice for her, she deserves jail. #amberheardisanabuser #amberheardisaliar emilia clarke for mera in aquaman 2 2 is amber heard in jail yet 2 prayer circle:\n\n 💩 💩\n 💩 💩\n amber heard\n 💩 to land in jail 💩\n for abusing\n 💩 johnny depp 💩\n\n 💩 💩 2 cant wait for amber heard to go to jail 2 breaking! | amber heard now facing jail time for perjury in dog scandel ... https://t.co/o2z9nnafdh via @youtube 2 amber heard go to jail challenge 2 : put amber heard in jail!!! - sign the petition! https://t.co/37nhed96hp via @ukchange 2 johnny’s lawyer reminds amber heard she could go to jail if... https://t.co/vj6dxgjvvl via @youtube 2 if amber heard is found to have been lying, she could be in for some jail time 😬\n\nhttps://t.co/sp1nbdpjcj 2 thread: i am disgusted by how msm is reporting on the #justiceforjohnnydepp case. as an advocate for people like #julianassange who is a real journalist who is currently in jail for printing the truth locked up across the thames for that very court house. #freeassangenow 1/4 2 @realamberheard @kamalaharris @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnnyf #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 2 please check out & retweet - amber heard avoids jail in australian dog smuggling case https://t.co/t3anetww5s 2 : put amber heard in jail!!! - sign the petition! https://t.co/e3b0b9rg1x via @change 2 #justiceforjohnnydepp #amberheardisgoingtojail 2 amber heard needs to be in jail. 2 just another reminder that johnny depp deserves justice and amber heard deserves jail 2 @realamberheard @ccrinitiative @realamberheard jail for amber heard! justice for johnny @marvel @marvelsupport #justiceforjohnny #amberheardisanabuser #amberheardisaliar #amberheardoutofaquaman 2 amber heard needs to rot in jail 2 amber heard deserves jail time 2 amber heard should be jailed immediately for putting johnny depp through her personal hell. \n\n#johnnydepp \n#justiceforjohnnydepp \n#amberheardistherealabuser \n#amberheardisaliar 1 @realamberheard lies run sprins, the truth run marathons.\nand you need go to jail cuz you are a psychopath. but karma exists and the justice is big and it will kill you #justiceforjohnnydepp 1 amber heard should be in jail for abusing #johnnydepp, for calling herself a victim of domestic abuse when it was her who abused jd.\n\nmeesha shafi should pay damages for what she has caused to #alizafar & his personal, professional life, whatever az lost b/c of her allegations. 1 this woman needs to lose her career. why should johnny, the victim in this case be silenced. we need to punish the women who think abuse is ok. women who abuse their partners will use this as an opportunity to continue their crime. she needs to be jailed #amberheardisanabuser 1 amber should go to jail #amberheardisanabuser 1 @realamberheard is the real perpetrator of the violence against johnny depp. she deserves to be in jail for the rest of her life. #justiceforjohnnydepp #amberheardisaliar #thetruthwillberevealed 1 what justice do you want??? him to get some money from 'the sun' after all??\n\nhim to get reinstated by disney???\n\namber heard in jail????\n\nwise up and read the court transcripts before you jump to serve the patriarchal narrative that men are more likely to be telling the truth 1 @lovextna @jennifermalyon @realamberheard @kamalaharris i’m just done with your idiotic tweets, amber heard is facing jail time anyway. goodbye 1 @realamberheard @kamalaharris i'll be proud to see this abusive woman jailed for what she deserved #amberheardisanabuser #amberheardisaliar #justiceforjohnnydepp #justiceforjohnnydepp 1 i'm so glad the internet is standing up for johnny depp. amber heard should be in jail for this. 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains(' deserve')].text.value_counts().head(60)
amber heard abused and defamed johnny depp, she mocked real dv victims, she was arrested for dv in 2009, she used real and important causes to save face, she can’t properly act, she’s disgusting and she doesn’t deserve to be mera anymore. \n\n300k people want her out!\n\n#recastmera 12 @realamberheard i really hope you get what you deserve.\n#justiceforjohnnydepp 7 he deserves better #justiceforjohnnydepp 5 do i think johnny did nothing wrong? no. did he defend himself? probably. is he an addict who needs help? maybe. did he deserve to be abused by his wife? no!!! #amberheardisanabuser #johnnydeppisinnocent #justiceforjohnnydepp 5 johnny depp deserves better #justiceforjohnnydepp 5 when a man abuses a woman, his disgusting, nasty, repugnant ass needs to be in jail and held accountable.\n\nwhen a woman abuses a man, her disgusting, nasty, repugnant ass needs to be in jail and held accountable\n\nvictims deserves justice.#justiceforjohnnydepp 5 @wbpictures @hbomax i will never support ur films again until u fix the situation. u don't even deserve your customer base. i hope u beg johnny to come back and he declines. i hope he gains ground to sue u and take u out of business. #justiceforjohnnydepp 5 #justiceforjohnnydepp he deserves better 4 let's show io what's breaking the fuckin' internet!\nlet's show everyone what kind of sick monster amber heard is.\njohnny depp is not an abuser he has been amber heard's victim, he deserves all the love, all the support.\n\n#johnnydeppisourhero\n#johnnydepp\n#justiceforjohnnydepp 4 he deserves justice. #justiceforjohnnydepp 4 we believe you johnny. you deserve better. we will never stop fighting until you receive justice and your reputation restored. \n#johnnydepp #johnnydeppisinnocent #justiceforjohnnydepp #amberheardisaliar #amberheardisagolddigger #amberheardistherealabuser #amberhearddidnotdonate 4 @wbpictures you force an excellent actor to resign when he clearly is the victim, you deserve the same and worst #cancelwbpictures #justiceforjohnnydepp 3 @wbpictures i will never support ur films again until u fix the situation. u don't even deserve your customer base. i hope u beg johnny to come back and he declines. i hope he gains ground to sue u and take u out of business. #justiceforjohnnydepp 3 amber heard is an abuser deserve lethal punishment pass it on 3 johnny depp deserves better\n#justiceforjohnnydepp 3 .@ms_waltner give them hell, jd! i will stand by you & the truth. be happy & do what makes you happy. you truly deserve it. lots of respect & love to you. ❤️❤️❤️#justiceforjohnnydepp #ibelieveinyoujohnny #johnnydeppisinnocent #acceptthetruth #istandbyyourside ⭐️❤️⭐️ 2 regardless of the abusers status and wealth, victims/survivors deserves #justice.\n#justiceforjohnnydepp 2 @comicbooknow #boycottwarnerbrothers #justiceforjohnnydepp survivors of domestic abuse deserve justice! https://t.co/elazu19brk 2 he deserves better #justiceforjohnnydepp 2 hoping there will be #justiceforjohnnydepp today. anyone who has followed this case & read the court transcripts will know his evidence is credible & compelling. it's time heard & the media who enable her were held accountable. he deserves this vindication. 2 @wbpictures johnny depp is innocent and deserves better! he's our grindelwald!!\n#justiceforjohnnydepp #rehirejohnnydepp #fireamberheard 2 say it with me... johnny depp deserves better!! #justiceforjohnnydepp 2 warner brothers: amber heard does not deserve to play mera in the next aquaman film. - sign the petition! https://t.co/iayxalsub3 via @change 2 just another reminder that johnny depp deserves justice and amber heard deserves jail 2 @dailymailceleb #justiceforjohnnydepp #boycottwarnerbrothers survivors deserve support and respect https://t.co/elazu19brk 2 amber heard deserves to lose everything 2 he deserves so much better #justiceforjohnnydepp 2 what is pirates of the caribbean without johnny depp? he is the heart and soul of that franchise. and it honestly won't be worth watching without him. he is a great person and a legend in his acting career. he does not deserve to be defamed like this. \n#justiceforjohnnydepp 2 @wbpictures @hbomax johnny depp is innocent and deserves better! he's our grindelwald!!\n#justiceforjohnnydepp #rehirejohnnydepp #fireamberheard 2 my heart goes out to johnny depp so much right now. he doesn't deserve this at all. 😭 i'm actually heart broken. #justiceforjohnnydepp 2 johnny depp deserves the whole world but the world doesn’t deserve him.\n#johnnydepp #johnnydeppdeservesjustice #justiceforjohnnydepp #johnnydeppisinnocent #abusehasnogender #amberheardisanabuser #amberheardisaliar #wearewithyoujohnnydepp https://t.co/oepjofmwxq 2 johnny depp deserves better. \n#justiceforjohnnydepp 2 #justiceforjohnnydepp when all this comes crashing down on vile one, johnny deserves his career and life back, he needs to make a film on how the media destroys people’s lives at any cost! time to attack and expose these frauds!!!! 2 the judicial system has not only failed johnny depp but all male victims. he does not deserve this. he is innocent and he will take his abuser amber heard to court and we will always stand by him 🤍#justiceforjohnnydepp 2 johnny depp stood strong through it all. he deserves all the support and outpouring of love he is getting. truth always wins. king 👑 #justiceforjohnnydepp 2 @tmz go, johnny go! i'm so proud of you. 💪🏼💖 you sir, are the honest one & truly a good man. you deserve respect. her lies can not change the truth. ⭐️❤️⭐️. #ibelievehim #justiceforjohnnydepp #johnnydeppisinnocent #mentoo #acceptthetruth 2 as an abuse victim, amber heard has set us back 50 years. she has invalidated the word of victims repeatedly and johnny depp does not deserve the hate he has gotten. he is a victim. believe him. she is lying #justiceforjohnnydepp 2 johnny depp deserved better #justiceforjohnnydepp 2 amber heard is a liar, a manipulator, and an abuser who publicly lied about johnny depp abusing her physically when it was actually her. now that the evidence in the audio has come out-she deserves to be charged. #justiceforjohnnydepp #justiceforjohnnydepp 2 #johnnydeppisourhero because he's a pure soul with a heart of gold. he's always giving of his time & talents, never expecting anything in return. he deserves respect, joy, & peace. not the nightmare he's faced with so much grace. #justiceforjohnnydepp 2 "i poured myself a vodka in the morning and started writing until the tears filled my eyes and i couldn’t see the page anymore .. i kept trying to figure out what i’d done to deserve this"\n\n- johnny depp, victim of domestic violences by amber heard.\n\n#justiceforjohnnydepp 2 he deserves justice #justiceforjohnnydepp 2 i’m crying seeing #justiceforjohnnydepp \ncrying because he didn’t deserve this and i always trusted him. crying because women like her make it so difficult for real victims to stand up against their abusers and be believed. crying because the truth always comes out. always 2 amber is the abuser! not only did she abuse her ex-spouses, but she also dragged down the credibility of the real victims of domestic violence! she deserves nothing but misery! #justiceforjohnnydepp 2 amber heard deserves hell 2 "when #johnnydepp gets the justice he deserves" is starting to sound like "when covid ends"\n#justiceforjohnnydepp\n\n#rubinadilaik #rubiholics 2 “ this is my life too, what are my children and my children’s friends supposed to think ??? i do not deserve this, and they do not deserve this .. especially not from her. “ \n\n- johnny depp texts to paige heard [dated 05/27/2016] \n#justiceforjohnnydepp \nhttps://t.co/3m7bqxgjve 2 johnny depp is proof of the clear bias the uk court system has when it comes to male victims of domestic abuse. not only did johnny have witnesses to back him up, he had amber heard's own admission of being the abuser and that still didn't work. he deserved so much better today. 2 johnny depp deserves the whole world but the world doesn’t deserve him.\n#johnnydepp #johnnydeppdeservesjustice #justiceforjohnnydepp #johnnydeppisinnocent #abusehasnogender #amberheardisanabuser #amberheardisaliar #wearewithyoujohnnydepp https://t.co/dwgtlxkfel 2 amber heard deserves jail time 2 johnny depp and his family deserve justice. #justiceforjohnnydepp 2 johnny depp has done so much for so many people. it's so heartwarming to see so many people standing behind him right now. he deserves the world. #justiceforjohnnydepp 2 i hope amber heard gets what she deserves one day 2 that is absolutely a goodhearted, real man. johnny depp deserves more respect. he was being a gentleman, even when he was the true victim. respect & love to him.⭐️❤️⭐️ #justiceforjohnnydepp #heartsforjohnnydepp #johnnydeppisinnocent ⭐️❤️⭐️ 2 johnny depp deserves better. #justiceforjohnnydepp 2 @dccomics #justiceforjohnnydepp justice for him, and fire amber heard from aquaman 2 #fireamberheard #justiceforamberheard justice for her, she deserves jail. #amberheardisanabuser #amberheardisaliar emilia clarke for mera in aquaman 2 2 amber heard getting fired from aquaman 2 and johnny depp getting the justice he deserves is the best thing to come out of this week #justiceforjohnnydepp 2 i hate cancel culture, i believe people should be able to have different opinions, change their opinions and learn from their mistakes.\n\nbut amber heard has been abusing people for years, she needs serious help and johnny depp deserves justice. 2 @wbpictures you force an excellent actor to resign when he clearly is the victim, you deserve the same and worst #cancelwbpictures #justiceforjohnnydepp #warnerbrosisoverparty 2 johnny depp deserves the world. #justiceforjohnnydepp 2 Name: text, dtype: int64
df_amber[df_amber.text.str.contains('trial')].text.value_counts().head(60)
amber heard shares a fan letter as her testimony in johnny depp's trial continues, plus more news - follow @blablahollywood for more celebrity news! https://t.co/purtmwhagh 8
it’s the way johnny depp didn’t even look at amber heard during the whole trial. not even a glance. while she kept pointing at him and trying to go see him, he kept his head down and doodled his way through. now that is a power move. 6
while johnny depp is trending, a quick reminder that he lost jack sparrow because of false allegations from amber heard, who abused him, severed his finger and shat in his bed.\n\nhis defamation trial against the sun (he’s suing them for calling him a “wifebeater”) is in two weeks. 3
johnny depp/amber heard - the sun trial https://t.co/fbjs0anars via @youtube 3
amber heard's full statement after johnny depp trial released, calls it 'painful' & stands by her testimony https://t.co/eflls2xxyd via @justjared 3
amber heard can't take the heat! johnny depp trial continues to dismantl... https://t.co/c6arnyis18 via @youtube 2
johnny depp and amber heard going to trial in defamation case #smartnews https://t.co/kujefjppru 2
for those worried about the media siding with amber heard, don’t forget that she had her pr team in the room with the journalists day one of the trial while johnny depp just wanted to get this trial over. they can side with her as much as they want but it doesn’t change anything. 2
amber heard stole my sexual assault story, ex-aide tells libel trial https://t.co/2jtrk2pnsy 2
security guard testifies in johnny depp trial about the night amber heard threw his phone off a balcony https://t.co/xuxakquazu via @justjared 2
fact checking amber heard's lies in speech after johnny depp sun trial https://t.co/pja3x2c5wk via @youtube 2
johnny depp vs. amber heard: all the nasty bits of the uk trial — and it's all nasty https://t.co/nhqul8hfbr via @usatoday 2
amber heard to begin giving evidence in johnny depp 'wife beater' libel trial (via @thejournal_ie) https://t.co/kiamw3houx 2
the johnny depp–amber heard trial, second day: the “wino forever” tattoo is entered into evidence 2
amber heard accused of attacking own sister in bombshell claim at johnny depp libel trial https://t.co/7escm6rn6x 2
amber heard stole my sexual assault story, ex-aide tells libel trial https://t.co/s8camtxppm #ukfilm @owenbowcott 2
the trial, in which johnny depp is bringing a lawsuit against the sun newspaper, is related to a 2018 article claiming he was abusive to his ex-wife amber heard. 2
video of amber heard's sister shows actress 'beat' her, depp trial hears https://t.co/dynfpv3zgq via @yahoonews 2
amber heard goes out for dinner with girlfriend, sister and legal team after gruelling testimony in johnny depp trial https://t.co/o7s1caz0wh 2
terror es escuchar el juicio de divorcio de johnny depp y su esposa amber heard ↔️ horror is hearing the divorce trial of johnny depp and his wife amber heard, horror movie! 2
who led the booing at amber heard after the trial? https://t.co/jjdyd6ayai via @youtube 2
biggest bombshell yet in johnny depp vs. amber heard trial | amber stole... https://t.co/f364egcdvr via @youtube 2
amber heard says johnny depp trying to weasel out of trial date - page six https://t.co/b5sklj3uvy 1
new video: johnny depp v amber heard: trial delayed & amber seeks to exclude eviden... https://t.co/6frrd51r8g #justiceforjohnnydepp #johnnydepp 1
since i saw some depp stans spreading lies(''shocker'') about court in 2021: jd $50m defamation trial against amber heard delayed, but not because of ‘fantastic beasts 3!!!! just read! https://t.co/1n4umfna9n 1
remember when amber heard and her sister threw their dead mother under the bus while they were "testifying" in the uk trial 🤢 1
johnny depp's defamation trial against amber heard pushed back due to covid-19 https://t.co/0jydvamcpb https://t.co/rpjdgvxwuw 1
johnny depp’s defamation trial against amber heard pushed back due to covid-19 https://t.co/trjugkjv25 1
johnny depp’s defamation trial against amber heard pushed back due to covid-19 https://t.co/z9khrduisk 1
covid concerns, not fantastic beasts 3 filming, is the reason for johnny depp and amber heard's trial being delayed. \n\nhttps://t.co/aelqlh1swb https://t.co/pfdv4wcguv 1
update: johnny depp vs amber heard. fairfax \n\nit appears the new trial date has now been ordered fir may 17, 2021 now lasting 4 weeks https://t.co/sq6yiioaml 1
johnny depp’s defamation trial against amber heard pushed back due to covid-19 https://t.co/zrcczltjja 1
court postpones johnny depp vs amber heard trial date as warner bros wri... https://t.co/tmjnbsqpkq via @youtube 1
(31) amber heard caught laughing at "abuse" by johnny depp on tape & how media lies about depp's trial - youtube https://t.co/k2y7huxwaa 1
johnny depp thanks fans for support as defamation trial against amber heard is delayed https://t.co/yg08ss3gus 1
@theinfamousone6 @laurabockov yeah agree. oh yeah not before. judge had enough and schedule the trial. others would have to work around it. plenty of notice and no where to hide for amber heard. wb won't clash with trial and if they did and kept ah will work around it 1
johnny depp v amber heard trial delayed as judge sets new date https://t.co/pmijgkqkgg via @youtube 1
☀ johnny depp's defamation trial against amber heard pushed back due to covid-19 #breakingnews #cnbc #retweet ➔➔➔ https://t.co/tupaxpvarq https://t.co/htk3eesjjn 1
johnny depp’s $50m defamation trial against amber heard delayed, but not because of ‘fantastic beasts 3’ https://t.co/mueearbxxd via @deadline 1
@metoomvmt @paveinfo @tylerkingkade @survjustice catherine lhamon's involvement in the rollingstone #uvarapehoax not a good look.\nlaura dunn's misrepresenting her own story and owen labrie trial, not a good look.\nandrea pino's ever changing story, not a good look.\namber heard's ever changing story, not a good look. 1
johnny depp v amber heard: trial delayed & amber seeks to exclude eviden... https://t.co/nxvd0zdl07 via @youtube\n #johnnydeppislovedmore #johnnydepp #ibelievehim #johnnydeppisinnocent #justiceforjohnnydepp #amberheardisaliar 1
friendly reminder that time's up, financed by elon musk, defended amber heard and helped her with her abuse hoax against johnny depp and tried to insert themselves in their trial. both me too and time's up are corrupt movements that tried to silence depp to protect themselves. 1
the best part is johnny depp flipping the anti-slapp script against amber heard and by doing so asking for legal fees and costs. her counterclaim nothing more than a frivolous claim to frustrate depp trying to get to trial on his claim https://t.co/l8hu9x1p95 1
domestic violence survivors on the johnny depp amber heard trial https://t.co/bejzhlkxyh via @youtube 1
stevie j raw >> https://t.co/6zxsfa1g3v @steviejraw \ndomestic violence survivors on the johnny depp / amber heard trial https://t.co/mlrlk4qsj9 1
@ny_comic_con @whoopigoldberg @realamberheard @realowenteague @cbstvstudios @cbsallaccess @jovanadepo @benjamincavell @taylorelmost i can only hope the verdict comes from johnny depp's trial in the uk before this event and you think triple on slowing amber heard being there. she's an abuser and a manipulative lier and doesn't deserve any admiration at all. 1
as a human , i offer a sincere fuck you to amber heard. you piece of shit. and any feminist who doesn't believe that johnny depp is the victim ,that he's not obligated to fair trial and treatment, you're not really a feminist. equal rights mean equal consequences 1
en réponseà @realamberheard . amber, explain what you meant by « otherwise know as me threatening his life » and why you were so excited about those big knives? hope you’ll have time to invent new lies before the next trial cause you’re in very big trouble. #justiceforjohnnydepp https://t.co/pfcxyljmi7 1
join me on the next livestream friday 7pm london time, 8pm belgium time, 1pm us time.\n\ni have 2 special guests, survivors talking with me about their experiences.\n\ndomestic violence survivors on the johnny depp amber heard trial https://t.co/8l2muamejn via @youtube\n@scryndi https://t.co/yfzim0sglw 1
amber heard’s former personal assistant accuses actress of ‘stealing’ rape story in johnny depp trial | the independent | the independent\njust a fresh reminder of how shameless and demoniac she is #amberheardisaliar #amberheardisafraud https://t.co/gk3nyz4jec 1
i wish to read that the made amber heard to pay all direct and indirect costs of this trial as punishment for trying to drown the process in the mountains of paper.\n\nand then she will have to rob fort knox.🤣🤣🤣\n\n#justiceforjohnnydepp #ibelievejohnnydepp\n#johnnydeppisinnocent 1
i’m not sure why this doesn’t gain more traction in mainstream media outside of the fact it doesn’t fit the #intentional #divisivenarrative being told. #metoo #timesup johnny depp v amber heard: trial delayed & amber seeks to exclude eviden... https://t.co/ulcfwawbon via @youtube 1
@thebardjaskier tbh they talked a lot about the trial. so i think i myself, just didn't get wind of that part.\nand really i don't like amber heard, she was very abusive against depp herself.\nbut those texts are low. 1
@vicky73914472 @samjrakoh @youdidnotexist the witness who said in court under oath, she was reading through #amberheardisaliar witnesses statement she saw turd take her rape story & use it as her own! the public isn't privy 2 that information, but witnesses got to read her witness statement. did u even follow the trial? 1
@ashtagslife all it took amber heard was a statement to ruin depp's career and majority of the crowd took her side. what did it take depp to disprove the allegations? a statement? no! court trials , images , videos and what not. just taking advantages of the wrong opinions that have formed. 1
the delay of johnny depp and amber heard's defamation trial is, reportedly, not because of fantastic beasts 3.\nnews earlier emerged that johnny depp wanted to change the proceedings' date to give way to the j.k. rowling movie production. https://t.co/cbx6udcidh https://t.co/slg9omoam3 1
@wehaveaproble11 @mrsbanks2015 @movalleg @stirgussa @dailymailceleb what other lawyers would i be referring to? like you said, she wasn’t on trial in london. \n\nand mr waldmans possible dealings with russians and the abuse #amberheard feels like she’s suffered on social media are two mutually exclusive objects!\n\n#justiceforjohnnydepp 1
johnny depp v amber heard: trial delayed & amber seeks to exclude eviden... https://t.co/0yctf2r9nc via @youtube #justiceforjohnnydepp #amberheardisanabuser #timeisup 1
johnny depp v amber heard: trial delayed & amber seeks to exclude eviden... https://t.co/u1wr42vf5i via @youtube 1
'i rather believe a potential liar than a potential abuser', well fuck that. trial by publicity is not justice. it's vengeance.\n\namber heard everyone. same as ar7yn, she cried victim first, publicized evrythng. only now, it turns out, she is the real abuser. #justiceforjohnnydepp 1
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#flashback2010 "and soon the darkness" american mystery thriller remake starring amber heard (3 days to kill), karl urban (doom), & odette annable (cloverfield). 2 young american women who's fun vacation in argentina turns bad when 1 of the women is kidnapped. 1 @adam_waldman @sunstroke_house \namber heard fairytale of fiction!\nkidnapped, held knifepoint but tough kick ass amber fought the abductor off. \n#justiceforjohnnydepp \n#johnnydepp 1 @thesun amber heard kidnapped yall into her pussy 1 @sspielberg93 hey ya know what i survived a kidnapping and murder attempt at the hands of my ex husband. what you did with animaniacs about the violence amber heard did to mr. depp was careless and hurtful! i hope you get sued if i could afford to sue you i sure would i hope you pay for it! 1 @silence_exile amber heard probably is bringing charges of kidnap and assault against the kid now! even worse, woke judges will let her win. 1 @melissaortega16 @geevesyboy johnny depp is as "innocent" of abusing amber heard as bowser is of kidnapping princess peach. #johnnydeppisanabuser #johnnydeppisguilty #webelieveyouamber 1 @sunstroke_house a man on twitter has been making a lot of threats about trying to kidnap & attack johnny depp. this man seems quite unhinged & seems obsessed in amber heard. it might be worth going to the police to make a formal report. https://t.co/jn934nk4ew 1 @onlyjohnnydepp @vicky73914472 @zeldagirlv2 @shouxing3 @mochasoto @janeg032 @voltaic_utopia @fireglow325 @aatifaliye @realamberheard amber heard’s supporters are amongst the most violent i have witnessed. henry has continually threatened to kidnap and bash jd. https://t.co/axkbbfta8n 1 she’s had her hotel room broken into, personal belongings stolen and someone rummaged through her trailer. \n\naccording to [amber heard] she’s been “picked up in eastern europe, arrested, kidnaped and mugged.” https://t.co/mknh0s8cmd 1 ah was kidnapped and mugged 🤦\nshe lives in a fantasy novel and romanticize real victims struggles!\namber heard is a lunatic! \n#justiceforjohnnydepp \n#johnnydepp 1 @eve_barlow yes eve, we have kept many screen shots- amber heard’s followers threatening to kidnap & physically assault mr johnny depp https://t.co/vklpskci4y 1 wtf did i just read.\n\namber heard said she was held at knifepoint and kidnapped, but made it back to the hotel at night to have a f—cking drink. 1 @gracerandolph only in america could a rich white guy beat his wife in people side with him. lol i'm not saying amber heard is innocent, but johnny depp supporters are as bad as trump supporters. only difference is you're not trying to kidnap governors. 1 @rwby_fan10000 men do have special privileges you don’t worry about being kidnapped on a daily basis cause you’re short. you don’t worry about your ass being grabbed cause you’re a man. amber heard is a bitch yes but using that as an argument isn’t valid my friend. 1 amber heard\n• lied that she was abused by depp\n• lied about donating entire 7m\n• lied & stole her ex p.a.'s rape story\n• lied about being "kidnapped at knifepoint"\n• lied about dog smuggling\n• lied to homeland sec\n• lied under oath\n...& on it goes\n\namber heard is a liar 1 @io_oimr @justiceforamber @aertgeertssam @elena199227 amber heard est une menteuse compulsive, qui a donné 7 version différente de cet evenement.\n\nlà on parle d'une femme qui a menti au homeland service, qui s'est parjurée, qui a inventé une histoire de kidnapping en europe de l'est, ect... 1 amber had her hotel room broken into, personal belongings stolen and someone rummaged through her trailer, she’s been “picked up in eastern europe, arrested, kidnaped and mugged and held at knifepoint. had her car stolen many times ... what else? now this? #justiceforjohnnydepp 1 kate james went through a horrific experience 2 fold. being kidnapped and raped at knife point and then working for amber heard. i have always believed in british justice. not anymore . that's scary. 1 @roaringrapids22 @jdeppsguitar @ktn12201 @hellennehellen1 @zoeyzoeyo @me_medotcom @molsen15996329 @mayak215 @javanoob2 @eskarina9 @danblock4 so she escaped a kidnapping, survived a mugging, and fought off a knife wielding cab driver in heels but she couldn’t walk out the fucking front door in australia? seems legit. #amberheardisaliar 1 @cesarthatshorty @badwolf765 @henrytomasino35 @christinew7 depp is as "innocent" of repeatedly abusing amber heard as bowser is of repeatedly kidnapping princess peach. 1 even the judge concluded she had no broken nose, but what sense does she actually give to words ? in her fucked mind, a broken nose means a pimple on the nose, and a kidnapping is a metaphore for feeling bored in a place for 3 days #amberheardisaliar 1 @frugtenyt johnny depp is as "innocent" of repeatedly abusing amber heard as bowser is of repeatedly kidnapping princess peach (as in not innocent at all)! #ibelievesurvivors, but you #deppcult members worship an abuser. 1 @demonista 7. the real truth is, domestic violence is slavery over woman. it is kidnapping. it is torture. these women are prisoners to men, even rich women like amber heard. women like tina turner, at the peak of her career... rich, powerful, giant mansion in tow...living in misery at the 1 @obscurealterna @mrsdepp_head @laurabockov @lepplady like someone said before, "her eyes never smile & she looks soulless." i also saw someone else's comment before & they said, "why does amber heard look like she just kidnapped somebody?" i thought the comments were funny. and very very true. she gives me the creeps.👀😳😧☹ 1 cage plays an assassin who attempts to save the son of the devil and solves the kidnapping of the first lady. in the end, he is scammed by his former partner. amber heard costars. 1 whensome1isdeniyingegzistantsofrealfatherbutpubliklysayingissome1alse,whatisdotcalldindomestic?kidnaping,ambertalert?>nokiddinga?\nmyalertinfo\nhttps://t.co/vtqucg3gfe\njohnny depp and amber heard: a timeline \nhttps://t.co/wwkqwpgq8p https://t.co/hebnb176np 1 i normally don't watch the spanish speaking stations however i just came across drive angry. i've seen it about 13x i know what's going on by just watching it. nick cage, amber heard nick's character escapes hell to rescue his granddaughter who was kidnapped by devil worshippers 1 amber heard a kidnappé mon coeur 💕 1 amber heard, sorry for not believing you. or not believing other women(that news websites deem as liars-even bbc news). ppl painted her as an attention seeker, like ppl (the bbc) did for chloe ayling (20 yr old model who was kidnapped), and others. #whatsthecommondenominator? 1 cage plays a mob boss who survives the collapse of the world trade center and kidnaps a businessman's brother for ransom. in the end, he is a hero helicopter pilot. amber heard costars. 1 i swear amber heard was acting like she survived a kidnapping or something wholetime she was doing the abusing. it’s a evil world we live in. 1 @rammf1898 @hollywoodlife @realamberheard awww, always the victim. amber heard also claims to have been kidnapped, mugged & held at gunpoint lol. the woman is a compulsive liar. https://t.co/zuz2b49nru 1 for anyone curious about ‘the’ interview where amber heard claims to be kidnapped in chile, you can read the original on....an amber heard fan site. \nyou can’t write better stories with imagination. https://t.co/aunzfkpza4 1 cage plays an ex-cop vigilante who tries to extort a successful businessman and kidnaps a businessman's brother for ransom. in the end, he captures the most infamous serial killer in alaskan history. amber heard costars. 1 @illpeeurpants @dojacat you sure? timothy is a alleged child rapist, lied about being trans for money, lied about rape to ruin melanie's career, supports amber heard and globelamp, went on tik tok to talk about her "rape" and made a instagram post mocking rape and kidnapping, but of course, im bad 1 @jennyenicholson they actually achieve sentience easter monday and kidnap depp to be their anti-pinocchio.\n\nand only amber heard can save him. https://t.co/uwsa1b7vkn 1 @mariagomezchavi la policère est lesbienne et militante lgbt.\n\namber heard est une menteuse compulsive. elle a déjà menti en interview sur un soit disant kidnapping. elle a menti aussi sur le lieu où elle a grandi. et elle a été jusqu'à voler l'histoire de viol d'une de ses victimes. 1 amber heard tried to kidnap my goddaughter infiniti 1 @atx2bos @dizzynel @salesforce @asklearningcurv this post is trash. salesforce shouldn't even lower itself to this level. who gets kidnapped drugged & escapes but not before comforting him, then has his work called & smears him on social media while suggesting maybe its 911 worthy. not a soul anywhere. nice try amber heard. 1 @sana0576439407 the radical feminists who’s heroine is amber heard?they don’t know the meanings of the terms but use them as if going out of fashion.i can’t cope with stupid people but they like the soft porn, handcuffs, kidnapping & tragic sex & bj but cry at cy in boxers?bikinis etc are ok?😂 https://t.co/wdqlkltunt 1 #philsfilmsrewatch 005\nand soon the darkness (2010)\ndir: marcos efron\nformat: uk dvd\nkeep it/bin it: bin it, when i need the space\nnotes: would rather have watched amber heard & odette yustman have a nice holiday without being kidnapped. https://t.co/gofjlvzn9y 1 not sure why amber heard is trending with amber alerts? she kidnap a child now or something? 1 "hi! yes! oh gee thank you, it is i, amber heard, tragic victim of horrifying torture, assault, kidnapping, and idk, murder, probably. thank you all for coming to my show, i'm so happy to have you all here!" 😊😊\n\nlady ur ex-husband is accusing you of abuse why tf u smiling? 1 @alittlebitroyal it wasn't her that sent it to you! i burn her, i choke her, i kill her? not the texts is not ok but coming to pass the hand to amber heard the one who kidnapped a whole movement, and lied that she was a victim that is disgusting. 1 let’s thread amber heard’s lies- verifiable: \n1- went to hollywood/ny alone- reality-won a modeling contest \n2- kidnapped at knifepoint in chile \npls rt/chain a chain of what you’ve found- the woman is certifiable. we need to get them out in the open. \nwomen like this exist! 1 @mariagomezchavi @ironasticgirl amber heard, qui est connu comme étant une menteuse compulsive. je rappelle qu'elle a été jusqu'à inventé une histoire de kidnapping en europe de l'est, comme l'a vécu le personnage qu'elle joué dans le film dont elle faisait la promotion dans une interview. 1 @empeet @malibudietcoke johnny depp is as "innocent" of repeatedly abusing amber heard as bowser is of repeatedly kidnapping princess peach. #johnnydeppisawifebeater #justiceforamberheard 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('kidnap')].text.value_counts().head(60)
#flashback2010 "and soon the darkness" american mystery thriller remake starring amber heard (3 days to kill), karl urban (doom), & odette annable (cloverfield). 2 young american women who's fun vacation in argentina turns bad when 1 of the women is kidnapped. 1 wtf did i just read.\n\namber heard said she was held at knifepoint and kidnapped, but made it back to the hotel at night to have a f—cking drink. 1 self-harm is not the same as faking scars. ah may not have a history of self harm but she has one of being a liar. look at her kidnapping story, love of blues, fluency in spanish. this corrupt nonsense better be rectified at the appeal. #justiceforjohnnydepp 1 @thesun amber heard kidnapped yall into her pussy 1 @sspielberg93 hey ya know what i survived a kidnapping and murder attempt at the hands of my ex husband. what you did with animaniacs about the violence amber heard did to mr. depp was careless and hurtful! i hope you get sued if i could afford to sue you i sure would i hope you pay for it! 1 @silence_exile amber heard probably is bringing charges of kidnap and assault against the kid now! even worse, woke judges will let her win. 1 @melissaortega16 @geevesyboy johnny depp is as "innocent" of abusing amber heard as bowser is of kidnapping princess peach. #johnnydeppisanabuser #johnnydeppisguilty #webelieveyouamber 1 @sunstroke_house a man on twitter has been making a lot of threats about trying to kidnap & attack johnny depp. this man seems quite unhinged & seems obsessed in amber heard. it might be worth going to the police to make a formal report. https://t.co/jn934nk4ew 1 @onlyjohnnydepp @vicky73914472 @zeldagirlv2 @shouxing3 @mochasoto @janeg032 @voltaic_utopia @fireglow325 @aatifaliye @realamberheard amber heard’s supporters are amongst the most violent i have witnessed. henry has continually threatened to kidnap and bash jd. https://t.co/axkbbfta8n 1 she’s had her hotel room broken into, personal belongings stolen and someone rummaged through her trailer. \n\naccording to [amber heard] she’s been “picked up in eastern europe, arrested, kidnaped and mugged.” https://t.co/mknh0s8cmd 1 ah was kidnapped and mugged 🤦\nshe lives in a fantasy novel and romanticize real victims struggles!\namber heard is a lunatic! \n#justiceforjohnnydepp \n#johnnydepp 1 @eve_barlow yes eve, we have kept many screen shots- amber heard’s followers threatening to kidnap & physically assault mr johnny depp https://t.co/vklpskci4y 1 @adam_waldman @sunstroke_house \namber heard fairytale of fiction!\nkidnapped, held knifepoint but tough kick ass amber fought the abductor off. \n#justiceforjohnnydepp \n#johnnydepp 1 @rwby_fan10000 men do have special privileges you don’t worry about being kidnapped on a daily basis cause you’re short. you don’t worry about your ass being grabbed cause you’re a man. amber heard is a bitch yes but using that as an argument isn’t valid my friend. 1 cage plays an assassin who attempts to save the son of the devil and solves the kidnapping of the first lady. in the end, he is scammed by his former partner. amber heard costars. 1 this tweet will be my fav one \nhe kidnapped a lovely girl he saw her shivering he gave her his coattt !!!!\ni cant believe it johnnnny 🥺🥺🥺\nwhat an iconic scene 🖤🖤\n#johnnydepp #justiceforjohnnydepp #deppmovienight #johnuary #johnnydeppisinnocent 1 amber heard\n• lied that she was abused by depp\n• lied about donating entire 7m\n• lied & stole her ex p.a.'s rape story\n• lied about being "kidnapped at knifepoint"\n• lied about dog smuggling\n• lied to homeland sec\n• lied under oath\n...& on it goes\n\namber heard is a liar 1 @io_oimr @justiceforamber @aertgeertssam @elena199227 amber heard est une menteuse compulsive, qui a donné 7 version différente de cet evenement.\n\nlà on parle d'une femme qui a menti au homeland service, qui s'est parjurée, qui a inventé une histoire de kidnapping en europe de l'est, ect... 1 amber had her hotel room broken into, personal belongings stolen and someone rummaged through her trailer, she’s been “picked up in eastern europe, arrested, kidnaped and mugged and held at knifepoint. had her car stolen many times ... what else? now this? #justiceforjohnnydepp 1 kate james went through a horrific experience 2 fold. being kidnapped and raped at knife point and then working for amber heard. i have always believed in british justice. not anymore . that's scary. 1 @martii20212 @platoon1979 ahe was kidnapped in a nightmare for 15 months, that is not a marriage. #justiceforjohnnydepp 1 @roaringrapids22 @jdeppsguitar @ktn12201 @hellennehellen1 @zoeyzoeyo @me_medotcom @molsen15996329 @mayak215 @javanoob2 @eskarina9 @danblock4 so she escaped a kidnapping, survived a mugging, and fought off a knife wielding cab driver in heels but she couldn’t walk out the fucking front door in australia? seems legit. #amberheardisaliar 1 @cesarthatshorty @badwolf765 @henrytomasino35 @christinew7 depp is as "innocent" of repeatedly abusing amber heard as bowser is of repeatedly kidnapping princess peach. 1 y’all ever been held hostage, then had casual breakfast with your kidnapper while looking at your cell phone and wondering what the other ppl on your private island are up to? lmao #justiceforjohnnydepp 1 even the judge concluded she had no broken nose, but what sense does she actually give to words ? in her fucked mind, a broken nose means a pimple on the nose, and a kidnapping is a metaphore for feeling bored in a place for 3 days #amberheardisaliar 1 @frugtenyt johnny depp is as "innocent" of repeatedly abusing amber heard as bowser is of repeatedly kidnapping princess peach (as in not innocent at all)! #ibelievesurvivors, but you #deppcult members worship an abuser. 1 @demonista 7. the real truth is, domestic violence is slavery over woman. it is kidnapping. it is torture. these women are prisoners to men, even rich women like amber heard. women like tina turner, at the peak of her career... rich, powerful, giant mansion in tow...living in misery at the 1 @gracerandolph only in america could a rich white guy beat his wife in people side with him. lol i'm not saying amber heard is innocent, but johnny depp supporters are as bad as trump supporters. only difference is you're not trying to kidnap governors. 1 @obscurealterna @mrsdepp_head @laurabockov @lepplady like someone said before, "her eyes never smile & she looks soulless." i also saw someone else's comment before & they said, "why does amber heard look like she just kidnapped somebody?" i thought the comments were funny. and very very true. she gives me the creeps.👀😳😧☹ 1 @mariagomezchavi la policère est lesbienne et militante lgbt.\n\namber heard est une menteuse compulsive. elle a déjà menti en interview sur un soit disant kidnapping. elle a menti aussi sur le lieu où elle a grandi. et elle a été jusqu'à voler l'histoire de viol d'une de ses victimes. 1 i normally don't watch the spanish speaking stations however i just came across drive angry. i've seen it about 13x i know what's going on by just watching it. nick cage, amber heard nick's character escapes hell to rescue his granddaughter who was kidnapped by devil worshippers 1 amber heard a kidnappé mon coeur 💕 1 amber heard, sorry for not believing you. or not believing other women(that news websites deem as liars-even bbc news). ppl painted her as an attention seeker, like ppl (the bbc) did for chloe ayling (20 yr old model who was kidnapped), and others. #whatsthecommondenominator? 1 cage plays a mob boss who survives the collapse of the world trade center and kidnaps a businessman's brother for ransom. in the end, he is a hero helicopter pilot. amber heard costars. 1 i swear amber heard was acting like she survived a kidnapping or something wholetime she was doing the abusing. it’s a evil world we live in. 1 @rammf1898 @hollywoodlife @realamberheard awww, always the victim. amber heard also claims to have been kidnapped, mugged & held at gunpoint lol. the woman is a compulsive liar. https://t.co/zuz2b49nru 1 for anyone curious about ‘the’ interview where amber heard claims to be kidnapped in chile, you can read the original on....an amber heard fan site. \nyou can’t write better stories with imagination. https://t.co/aunzfkpza4 1 cage plays an ex-cop vigilante who tries to extort a successful businessman and kidnaps a businessman's brother for ransom. in the end, he captures the most infamous serial killer in alaskan history. amber heard costars. 1 kidnapped wife of kaduna-based doctor found dead\n#justiceforjohnnydepp\nhttps://t.co/urhd171gll 1 the rate at which people are getting kidnapper on northern road is becoming too alarming...i hope the security of this country will one day get to a stage where we all can feel safe☹️\n#justiceforjohnnydepp #coronarivus \n#letnigeriabesafeforall 1 #justiceforjohnnydepp\n woman are capable of hurt/kill/torture/abuse/ kidnap/poison/manipulate man. \njust because they are small creatures doesn't mean shit 1 @illpeeurpants @dojacat you sure? timothy is a alleged child rapist, lied about being trans for money, lied about rape to ruin melanie's career, supports amber heard and globelamp, went on tik tok to talk about her "rape" and made a instagram post mocking rape and kidnapping, but of course, im bad 1 whensome1isdeniyingegzistantsofrealfatherbutpubliklysayingissome1alse,whatisdotcalldindomestic?kidnaping,ambertalert?>nokiddinga?\nmyalertinfo\nhttps://t.co/vtqucg3gfe\njohnny depp and amber heard: a timeline \nhttps://t.co/wwkqwpgq8p https://t.co/hebnb176np 1 @jennyenicholson they actually achieve sentience easter monday and kidnap depp to be their anti-pinocchio.\n\nand only amber heard can save him. https://t.co/uwsa1b7vkn 1 amber heard tried to kidnap my goddaughter infiniti 1 @atx2bos @dizzynel @salesforce @asklearningcurv this post is trash. salesforce shouldn't even lower itself to this level. who gets kidnapped drugged & escapes but not before comforting him, then has his work called & smears him on social media while suggesting maybe its 911 worthy. not a soul anywhere. nice try amber heard. 1 @sana0576439407 the radical feminists who’s heroine is amber heard?they don’t know the meanings of the terms but use them as if going out of fashion.i can’t cope with stupid people but they like the soft porn, handcuffs, kidnapping & tragic sex & bj but cry at cy in boxers?bikinis etc are ok?😂 https://t.co/wdqlkltunt 1 #philsfilmsrewatch 005\nand soon the darkness (2010)\ndir: marcos efron\nformat: uk dvd\nkeep it/bin it: bin it, when i need the space\nnotes: would rather have watched amber heard & odette yustman have a nice holiday without being kidnapped. https://t.co/gofjlvzn9y 1 not sure why amber heard is trending with amber alerts? she kidnap a child now or something? 1 "hi! yes! oh gee thank you, it is i, amber heard, tragic victim of horrifying torture, assault, kidnapping, and idk, murder, probably. thank you all for coming to my show, i'm so happy to have you all here!" 😊😊\n\nlady ur ex-husband is accusing you of abuse why tf u smiling? 1 @alittlebitroyal it wasn't her that sent it to you! i burn her, i choke her, i kill her? not the texts is not ok but coming to pass the hand to amber heard the one who kidnapped a whole movement, and lied that she was a victim that is disgusting. 1 let’s thread amber heard’s lies- verifiable: \n1- went to hollywood/ny alone- reality-won a modeling contest \n2- kidnapped at knifepoint in chile \npls rt/chain a chain of what you’ve found- the woman is certifiable. we need to get them out in the open. \nwomen like this exist! 1 @mariagomezchavi @ironasticgirl amber heard, qui est connu comme étant une menteuse compulsive. je rappelle qu'elle a été jusqu'à inventé une histoire de kidnapping en europe de l'est, comme l'a vécu le personnage qu'elle joué dans le film dont elle faisait la promotion dans une interview. 1 @empeet @malibudietcoke johnny depp is as "innocent" of repeatedly abusing amber heard as bowser is of repeatedly kidnapping princess peach. #johnnydeppisawifebeater #justiceforamberheard 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('bruises')].text.value_counts().head(60)
“ .... i had bruises, primarily the really bad ones were in my hairline, in my scalp, my chin, there were chunks of hair missing, there was pus in the wounds in my hairline .. “\n\n- david sherborne [reading the transcript to amber heard’s cross-examination in court] 4 “ i had bruised ribs, bruises all over my body, bruises on my forearms from trying to defend the blows, two black eyes, i had a broken nose, i had a broken lip .... “\n\n- david sherborne [reading the transcript to amber heard’s cross-examination in court] \n#justiceforjohnnydepp 4 amber heard's cuts and bruises happened 'while she was with elon musk, not johnny depp' https://t.co/7q4fkqczw8 3 “... dark red bruises specifically like purple-red on my temples and in my chin, and also the inside of my upper lip was cut."\n\n- david sherborne [reading the transcript to amber heard’s cross-examination in court] \n#justiceforjohnnydepp 3 johnny depp claims amber heard ”painted-on bruises” as defamation lawsuit escalates https://t.co/mcr2qoxa3k \n\nmay 20, 2019@10:38pm #hollywood & entertainment 2 “... dark red bruises specifically like purple-red on my temples and in my chin, and also the inside of my upper lip was cut."\n\n- david sherborne [reading the transcript to amber heard’s cross-examination in court] \n#justiceforjohnnydepp \nhttps://t.co/3m7bqxgjve 2 amber heard's cuts and bruises happened 'while she was with elon musk, not johnny depp' https://t.co/7q4fkquang 2 johnny depp claims amber heard 'painted on' her bruises, severed his finger and defecated in his bed in court filings https://t.co/jm1itzbh3n 2 amber heard reveals elon musk offered to arrange security for her after seeing bruises on her face https://t.co/qyabuwivuo 2 johnny depp accuses ex-wife amber heard of 'painting-on' bruises | film | the guardian https://t.co/rzg0a0n8cx 2 “[amber heard said hello to the other women who were also cleaning, but not to me. ms. heard then called me over to talk to her in the living room. her face was pale & she did not appear to be wearing any make up. i saw no bruises or marks on her face of any kind“\n- hilda vargas 2 @lorealparisusa can this be used to create fake bruises so that you can falsely accuse your spouse of abuse? #justiceforjohnnydepp #johnnydepp #amberheard 2 @realamberheard don't forget to give her the gift you love giving people around you - bruises, bleeding, broken eardrums and emotional trauma. your time is up.\n\n#amberheardisanabuser \n#amberheardisaliar\n#amberheardisfired 1 @thatbrianfella is doing a great job. johnny’s legal team should hire him. 👏 i think this comparison here is so relevant: amber has moving bruises, they go up and down her cheek! she is so special! waoua! #amberheardisaliar #justiceforjohnnydepp https://t.co/gja1ao4tbh 1 @ahjd3740345 @ivanae @cj_exliberal @ny_comic_con @whoopigoldberg @realamberheard @realowenteague @cbstvstudios @cbsallaccess jd team presented the edited photos provided by amber heard as they know will cast doubt on the images amber heard presented. therefore only ones with metadata in line used. for those easier to see make up etc applied and bruises moved. jd team playing chess not tic tac toe 1 @ahjd3740345 @ivanae @cj_exliberal @ny_comic_con @whoopigoldberg @realamberheard @realowenteague @cbstvstudios @cbsallaccess now that's jd team plan.... let amber heard team argue on accuracy of photos and show metadata. then afterwards comes the trump card... bruises don't move places and come and go as they please.... thank you very much amber head and team for proving hoax.. it's chess baby... 1 @angieun27401972 @shellys_wellie @kiki_cliff @harjgtheonedba @lgbtqlove3 @ap @people @bbc @thr @dccheerleaders this is the evidence we got - i don't know what to make of these moving bruises . maybe memory loss affecting amber heard remembering where to put bruises on, and sometimes to put them at all. https://t.co/ivaxvptf0v 1 @alanamo11002021 @ivanae @cj_exliberal @ahjd3740345 @ny_comic_con @whoopigoldberg @realamberheard @realowenteague @cbstvstudios @cbsallaccess please ask her to tell her cult leader amber heard to explain these images. all real photo's. i can't explain moving / reappearing bruises. maybe amber heard or she can explain? https://t.co/ctbrvfsg1s 1 @ivanae @cj_exliberal @ahjd3740345 @ny_comic_con @whoopigoldberg @realamberheard @realowenteague @cbstvstudios @cbsallaccess impossible to create fake brusies lmao... is that what your cult leader amber heard told you. is your mind blown by google showing you ordinary people creating bruises with make up .... or do you want to confer with your cult leader the abuser amber heard 1 amber heard's own fans accidentally expose her! but the real take away is the painted on bruise! whoops she did it again high with fake bruises on her face 🙄🙄🙄https://t.co/kzeqvbmm0l via @youtube 1 @moonlitsails @mderndarkwizard nuance can be considered but she fabricated stories; painted bruises and chopped off his finger! kinda hard to ignore when she is blasting these falsehoods over mainstream media for her own prospects. accountability is not harassment #amberheardisaliar #amberheardisanabuser 1 amber heard's cuts and bruises happened 'while she was with elon musk, not johnny depp'...\nhttps://t.co/t9fj2vmom0 1 @adam_waldman amber heard painted on bruises and called the tabloids when her blackmail scheme failed...\n\nin what delusional reality does she think she’s in to continue this charade? 1 @realamberheard when her testimony in va is debunked by multiple ex colleagues who heard her say she feared for jd's life while he was being abused by you, how many bruises will you be giving her for her next birthday? #amberheardisanabuser 1 amber heard deserves every horrible thing coming her way, i'm honestly so pissed that people actually see her as the victim in this, as if her only evidence isn't fake bruises and out-of-context videos. 1 @s_iriusblack @realamberheard @thevoteriders change it?? i’m not sure i’d call bruises, cigarette burns, severing fingers and 💩 is helping make the world better 🤷🏼♀️ #justiceforjohnnydepp #amberheardisanabuser #amberturd 1 en réponse à @heymichellelee never forget she was proven to have commited acts of violence against johnny. no proofs the other way around: no medical report, no police report, no link of these possibly fake bruises has been established with johnny depp. #amberheardisanabuser https://t.co/txsyo7jwlv 1 johnny depp defenders: amber heard accused by a swedish doctor of fake bruises [opinion] https://t.co/vbv3vraevy 1 @obscurealterna @redlikejungle @florenaangel @just_kidding_25 @head80s @queenbpip amber heard requires her ppl to leave their brains at the door. even english now. don't question moving/ disappearing bruises, my changing stories, being recorded after cutting johnny deep saying sorry and others saying she shattered his bone, leave your brain at the door people 1 @elonmusk oh do you still love amber? is that why you refuse to go to a deposition? \n\nwhy the hell are you protecting an abuser. \n\nalso weren't you the one who left bruises on amber heard? is that love? 1 mr. justice nicol: just a minute. (pause) you were being particularly asked about bruises and you said you had bruised ribs [?] ----\n\namber heard: i had bruised ribs, bruises all over my body, bruises on my forearms from trying to defend the blows...i had two black eyes.. 1 “ .. i had a broken nose. i had a broken lip. i had bruises primarily. the really bad ones were in my hairline, in my scalp, my chin. there were chunks of hair missing, there was pus in those wounds, in my hairline ... “ \n\n- amber heard \n#justiceforjohnnydepp 1 amber heard: .. dark red bruises specifically, like, purple/red on my temples and in my chin. the inside of my upper lip was cut.\n\neleanor laws qc: this is just nonsense, is it not? she [erin burin] did not see any bruising on your face at all, did she?\n\n#justiceforjohnnydepp 1 there are audios of amber heard admitting abuse, admitting to starting fights & that she can't control her anger, saying that johnny always ran away. there videos of amber w/out bruises and dozens of ppl to corroborate them, including the police, but sure, we are the blind ones. https://t.co/swdwa1x715 1 sasha wass qc: and you have said in your witness statements this: "i saw no bruises or marks on her face of any kind. she did not appear to be wearing any makeup."\n\nhilda vargas: she [amber heard] did not have any marks on her face.\n\n#justiceforjohnnydepp 1 @littlenashyyup she's the only person i know that can actually smile with "bruises" on her face!!! even if this were to be a "legitimate" injury, she's perjured herself beyond help!!! narcissistic demon!!!\n#justiceforjohnnydepp\n#amberheardisanabuser 1 the registered nurse clearly does not see any bruises or any haematomas, as she describes it, and she cannot find anything on the scalp to show that hair is pulled out. all she sees is a bit of active bleeding on her lip \n\n- david sherborne\n#justiceforjohnnydepp 1 may 23rd, 2016,\n\nthere were no bruises, scratches, redness, dark spots, or swelling of any kind [on amber heard] \n\n- isaac baruch 1 at no time while looking at [amber heard] face and eyes while talking with her did i see any type of evidence of markings, bruises, scratches, redness, or swelling of any kind. ms heard simply looked the way she always did \n\n- isaac baruch\n#justiceforjohnnydepp 1 wednesday, may 25, 2016\n\n[amber heard] stood approximately three feet away from me during our conversation. i did not notice any bruises, cuts, swelling, red marks or any other injuries of any kind to ms heard’s face. \n\n- alejandro romero #justiceforjohnnydepp 1 wednesday, 25 may 2016\n\nduring our conversation i did not see any bruises, cuts, swelling, red marks or any other injuries of any kind to [amber heard’s] face or body.\n\n- trinity esparza #justiceforjohnnydepp 1 i was able to zoom in on [amber heard’s] face in order to view the footage in greater detail. i did not see any bruises, cuts, swelling, red marks or any other injuries of any kind to ms. heard's face or body on review of the security footage.\n\n- trinity esparza 1 looks like those nomadic cheek implants (like her nomadic "bruises") have migrated south to try and escape. you know you're fake when even your fake jumps ship #amberheardisanabuser 1 @angieun27401972 @kiki_cliff @lgbtqlove3 @shellys_wellie @harjgtheonedba @ap so he’s the abuser? riiiight... so answer me this; how come 2 dv specialized police officers, a nurse, a doctor, security guards, staff, hair stylist, neighbors, and cctv’s never saw any of her claimed bruises? you can’t answer that ‘cause she never had any. #amberheardisanabuser 1 i've been reading this blog this last week. i'm sure it's not new to most #deppheads but wow this guy was onto ah from the start, even down to calling her turd! the archives have pics of jd bruises that i missed! #amberheardisanabuser https://t.co/lhdh1v2q3z 1 i just googled “fake bruises” for a halloween costume i have in mind and photos of amber heard came up 😹 1 i cannot in good conscience watch any movie that has amber heard in it. if the attacks she claims are true she'd have been hospitalized, how tf do her bruises change places and very conveniently disappear?? 1 @mderndarkwizard what i hate the most in this is, she doesn't know how a battered victim would look like.. thats why she didn't go for more fake bruises.. either this or she really thought we are that stupid to buy her shit.. either way #amberheardisaliar 1 1- whitney heard (amber heard’s sister) - physical/ phycological abuse:\n\na) here's a clip from a reality tv show (2006) in which whitney said she got into an altercation w/ amber, and she had visible bruises.\n\n#amberheardisanabuser\n#justiceforjohnnydepp \n\nhttps://t.co/q8zcu9l1wb 1 @rainbowdweeb @ivanae @westeddavid @justbeinbianca bruises don't move around. amber heard is a scam artist. she lied about donating the money. she is a gold digger. she tried and was denied in her attempt to stop the court from getting her to show proof she donated. she's a nasty vile person. can't wait till she's exposed https://t.co/fm6fdxyecx 1 @nme photographic proof of the abuse he suffered! severed finger..cigarette burn on his face..black eyes..bruises and swelling on his face..cuts on his nose and face..physiological abuse and gaslighting that drove him to the point of suicide! #justiceforjohnnydepp https://t.co/lmbjx1c25i 1 next one, bruises and there will be a lot of blood, let me warn you\n\n#justiceforjohnnydepp 1 @sia @youtube bruises don't move around. amber heard is a scam artist. she lied about donating the money. she is a gold digger. she tried and was denied in her attempt to stop the court from getting her to show proof she donated. can't wait till she's exposed https://t.co/eupebnoymh 1 @natural_uaena @sia bruises don't move around. amber heard is a scam artist. she lied about donating the money. she is a gold digger. she tried and was denied in her attempt to stop the court from getting her to show proof she donated. can't wait till she's exposed https://t.co/fralphhnjf 1 @sia bruises don't move around. amber heard is a scam artist. she lied about donating the money. she is a gold digger. she tried and was denied in her attempt to stop the court from getting her to show proof she donated. can't wait till she's exposed https://t.co/uorjtyx9ut 1 @rozzybox bruises don't move around. amber heard is a scam artist. she lied about donating the money. she is a gold digger. she tried and was denied in her attempt to stop the court from getting her to show proof she donated. can't wait till she's exposed https://t.co/0vij1fchcu 1 amber heard hit johnny depp while they were on their honeymoon in 2015, leaving johnny with bruises all over his face #justiceforjohnnydepp https://t.co/zogizc4pkz 1 face of a real victim: torn flesh, blood, broken bones, bruises and a noticeable drop in energy, morale, psychological, emotional and physical state during marriage to a toxic partner like amber heard. #johnnydepp is a victim, amber heard is a fraud, period. https://t.co/sjyt0faxjq 1 bruises on jd during his relationship with ah. boy didn’t he become clumsy at that time. not #amberheardisanabuser #justiceforjohnnydepp #amberheardisaliar #johnnydeppisinnocent 1 have you seen johnnys finger have you seen johnnys bruises have you head the phone calls where she admits to hitting him and have you seen whiteness statements saying she didn’t have any bruises the next day. for the ‘bruises’ there, have you heard of makeup #justiceforjohnnydepp 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('digger')].text.value_counts().head(60)
#amberheardisaliar #amberheardisagolddigger 65 #amberheardisaliar #amberheardisanabuser #amberhearddidnotdonate #amberheardisagolddigger #amberheard \n#johnnydeppisinnocent #justiceforjohnnydepp 30 #amberheardisanabuser #amberheardisaliar #amberheardisagolddigger #justiceforjohnnydepp she lied she lied she lied she lied she lied she lied perjury perjury 21 #amberheardisanabuser #amberheardisaliar #amberheardisagolddigger #justiceforjohnnydepp she lied she lied. perjury 20 #amberheardisaliar \n#amberheardisagolddigger 18 #justiceforjohnnydepp #amberheardisaliar #amberheardisagolddigger 17 #amberheardisaliar #amberheardisanabuser #amberheardisagolddigger 17 #amberheardisagolddigger #amberheardisaliar 17 #amberheardisaliar #amberheardisagolddigger #justiceforjohnnydepp 16 #amberheardisanabuser #amberheardisaliar #amberheardisagolddigger 15 #amberheardisaliar \n#justiceforjohnnydepp #amberheardisagolddigger 13 #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar #amberheardisagolddigger 13 #justiceforjohnnydepp #amberheardisagolddigger #amberheardisaliar 13 amber heard kept money from sick children. she lied and manipulated the entire world. hold her accountable #amberheardisaliar #amberheardisagolddigger #amberheardisanabuser #justiceforjohnnydepp 12 #justiceforjohnnydepp #amberheardisagolddigger 12 #amberheardisanobody \n#amberheardisaliar \n#amberheardisanabuser \n#amberheardisagolddigger \n#justiceforjohnnydepp 11 #amberheardisaliar #amberheardisanabuser #amberheardisagolddigger #justiceforjohnnydepp 11 #amberheardisaliar #amberheardisagolddigger #amberheardisanabuser 11 #amberheardisanabuser #amberheardisaliar #amberheardisagolddigger #justiceforjohnnydepp 11 #amberheardisanabuser #amberheardisaliar #amberheardisagolddigger #amberheardhas0credibility\n#holdthemallaccountable #holdahaccountable 11 #amberheardisaliar #amberheardisanabuser #amberhearddidnotdonate #amberheardisagolddigger #amberheard \n#johnnydeppisinnocent #justiceforjohnnydepp 10 #amberheardisagolddigger #amberheardisaliar #justiceforjohnnydepp 10 #johnnydepp\n#justiceforjohnnydepp\n#johnnydeppisinnocent\n#amberheardisaliar \n#amberheardisagolddigger \n#amberheardistherealabuser 9 #amberheardisanabuser #amberheardisagolddigger 9 #amberheardisaliar #amberheardisagolddigger #amberheardisanabuser #justiceforjohnnydepp 8 #justiceforjohnnydepp \n#johnnydeppisinnocent \n#amberheardistherealabuser \n#amberheardisaliar \n#amberheardisagolddigger \n#amberheardisafraud\n#enoughisenough \n#amberhearddidnotdonate\n#holdahaccountable\n#abusehasnogender\n#mentoo 7 #amberheardisaliar \n#justiceforjohnnydepp \n#amberheardisagolddigger \n#amberheardisanabuser 7 #amberheardisanabuser #amberheardisaliar #amberheardisagolddigger #amberhearddidnotdonate #amberheardisevil #amberheardisanobody #justiceforjohnnydepp #wearewithyoujohnnydepp 7 #justiceforjohnnydepp \n#amberheardisaliar \n#amberheardisanabuser \n#amberheardisagolddigger 7 @adam_waldman #amberheardisaliar #amberheardisagolddigger #justiceforjohnnydepp 7 #amberheardisanabuser #amberheardisaliar #amberheardisagolddigger #amberhearddidnotdonate #amberheardisevil #justiceforjohnnydepp #wearewithyoujohnnydepp #iamjohnny ✊🏻🏴☠️ 7 #justiceforjohnnydepp \n#amberheardisanabuser \n#amberheardisagolddigger \n#amberheardisaliar 6 #amberheardisagolddigger #justiceforjohnnydepp 6 . hold her accountable #amberheardisaliar #amberheardisagolddigger #amberheardisanabuser #justiceforjohnnydepp 6 #amberheardisanabuser #amberheardisaliar #amberheardisagolddigger #amberhearddidnotdonate #justiceforjohnnydepp 6 #amberheardisagolddigger \n#justiceforjohnnydepp 6 #amberheardisanabuser #amberheardisagolddigger #justiceforjohnnydepp 6 #amberheardisagolddigger #amberheardisanabuser #amberheardisaliar 6 #amberheard #amberheardisanabuser #amberheardisagolddigger #justiceforjohnnydepp 6 #justiceforjohnnydepp \n#amberheardisanabuser \n#amberheardisaliar \n#amberheardisagolddigger 6 #justiceforjohnnydepp #amberheardisanabuser #amberheardisagolddigger 6 #justiceforjohnnydepp #amberheardisaliar #amberheardisanabuser #amberheardisagolddigger 6 #amberheardisanabuser #amberheardisagolddigger #amberheardisaliar 5 #amberhearddidnotdonate #amberheardliedaboutherdonations #amberheardisaliar #amberheardisagolddigger #amberheardisanabuser #amberheardistherealabuser #amberturd #amberheard #amberheardhusbandbeater #amberheardisannoying #amberheardisoverparty #thecode #mentoo #dontbuythesun 5 #justiceforjohnnydepp \n#johnnydeppisinnocent \n#johnnydeservebetter \n#johnnydeppdeservesjustice \n#johnnydeppisasurvivor\n\n#amberheardisaliar \n#amberheardisanabuser \n#amberheardisagolddigger \n\n👉🦂🇸🇪🏴☠️ 5 #amberheardisanabuser #amberheardisaliar #amberheardisagolddigger #amberheardisanobody #amberheardiscancelled 5 #wewantjustice #westandwithjohnnydepp #thecode #mentoo #justiceforjohhnydepp #johnnydeppisinnocent #johnnydeservebetter #johnnydeppdeservesjustice #johnnydeppisasurvivor #johnnydepp #amberheardisanabuser #amberheardistherealabuser #amberheardisaliar #amberheardisagolddigger 5 #amberheardisagolddigger #amberheardisanabuser #amberheardisaliar #justiceforjohnnydepp 5 #amberheardisaliar \n#amberheardisanabuser \n#amberheardisagolddigger 5 #justiceforjohnnydepp #amberheardisaliar #johnnydeppappeal #amberheardisagolddigger 5 #westandwithjohnnydepp #thecode #justiceforjohhnydepp #johnnydeppisinnocent #johnnydeservebetter #johnnydeppdeservesjustice #johnnydeppisasurvivor #johnnydepp #amberheardisanabuser #amberheardistherealabuser #amberheardisaliar #amberheardisagolddigger #amberhearddidnotdonate 4 #amberheardisagolddigger #amberheardisanabuser 4 #amberheardisaliar \n#justiceforjohnnydepp \n#amberheardisagolddigger \n\n👉🇸🇪🏴☠️ 4 we believe you johnny. you deserve better. we will never stop fighting until you receive justice and your reputation restored. \n#johnnydepp #johnnydeppisinnocent #justiceforjohnnydepp #amberheardisaliar #amberheardisagolddigger #amberheardistherealabuser #amberhearddidnotdonate 4 amber heard is a prominent liar manipulative gold digger abuser cunt. cancel abuser amber heard from all sorts of work. #justiceforjohnnydepp 4 @loreal #justiceforjohnnydepp #fireamberheard #ambertheabuser #amberturd #downwiththesun #abusehasnogender #johnydeppisinnocent #amberheardisaliarandabuser #amberheardisaliar\n#amberheardisanabuser\n#amberthegolddigger\n#reinstatejohnnydepp\n#johnnydepp #injusticenicol 4 #justiceforjohnnydepp\n#amberheardisaliar\n#amberheardisanabuser\n#amberheardisagolddigger 4 #amberheardisaliar #amberheardisanabuser #amberhearddidnotdonate #amberheardisagolddigger \n#johnnydeppisinnocent #justiceforjohnnydepp 4 #justiceforjohnnydepp \n#amberheardisagolddigger 4 #amberheardisaliar #amberheardisagolddigger #amberhearddidnotdonate 4 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('ambich')].text.value_counts().head(60)
por favor no voy a permitir que insulten a chuky #johnnydeep #johnnydepp #johnnydeppisinnocent #johnnydeppismygrindelwald #ambich #amberheardisanabuser #amberheard #amberwho https://t.co/hovwgqcfqr 1 sé la falsità, è la menzogna fossero una persona, quella persona sarebbe amber heard \n#johnnydeppisinnocent\n#ambich 1 very petrified ambich\n#justiceforjohnnydepp 1 he's not a liar, just a man in love who covered his abuser.f@*k you ambich,you deserve the worse\n#justiceforjohnnydepp 1 got it ambich?\n#justiceforjohnnydepp 1 our voice can't be ignored now we got almost 400k signatures.....they are riconsidering ambich for her role....we can do better than that!!!let's give mera the right actress she deserves\n#justiceforjohnnydepp 1 it's so painful seeing him like that, go to hell ambich\n#justiceforjohnnydepp 1 justicia amber heard está fuera de aquaman y todas las babosadas que solicito las rechazaron ya deja de luchar ambich perdiste estás jodida #johnnydepp #amberheardisanabuser https://t.co/bbmfba1hfy 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('bullies')].text.value_counts().head(60)
@authorndsettemi @burnttautumn @realamberheard ? you are not bullies. amber heard is. and if some true informations are vitriol... ok, i'll spread vitriol everyday everywhere forever. ✌🏻 truth is not nice most of times. 1 @tralalalumbum @eve_barlow this is absolutely disgraceful! amber heard follows online bullies & people that have threatened mr depp. luckily we have kept all the screenshots of their horrendous abuse & threats. 1 @99rpr @ratnaprabha_ias @iamsrk @thedilipkumar @gemsofbollywood disrespected troll, kindly click on #boycutbhaandkangana just to understand impact on youth coz of this opportunist, narcissistic bhaand, beef, steak and cocaine addict and india's amber heard who bullies, stalks, abuses co-actors, gets into relationship with married men.😠🤬 1 @tatianasiegel27 @thr #mediaarebullies like their #fakehero #amberturd #justiceforjohnnydepp #fakemedia 1 this is so fucking sad & wrong. she can't be praised like this. it honestly makes me want to cry.\n\ni've known abusers since i was a child & i know amber heard is an abuser, & not just her, the media are also abusers & bullies.\n\nw all my heart, fuck the media\n#justiceforjohnnydepp https://t.co/nwmrnwv5tn 1 michael jackson was bullied for the way he looked, he had vitiligo and discoid lupus erythematosus.\n\njohnny depp was bullied for “losing too much weight” he was abused by amber heard for years.\n\nassumptions get you nowhere, do i need to mention chadwick?\n\nbullies. 1 @head80s bullies, but also cowards--just like amber heard!! they wanna stir the pot, but can't take the heat, lol! no big loss, though. i refuse to have a battle of wits, with those who are unarmed 😄😆😄😆😄😆😄😆😄 1 @thetimes the only worse writing i’ve seen is in abuser amber heard’s personal diary extract. get over it, bullies! #amberheardisanabuser 1 @louisehatfiel16 excellent! so dislike bullies xxx\n\n#deppcember \n#deppmovienight \n#justiceforjohnnydepp 1 @laurabockov @0gre3f @twittersupport i bet it is too hard for them to see #justiceforjohnnydepp and #deppcember and #deppmovienight trending and have us celebrating...awful bullies. 1 amber heard supporters, you can’t just enjoy seeing people attacking us, giving us death threats and trashing johnny for 4 years, and now, complain that depp fans are bullies.\n\nif you wanna blame someone, blame it on your queen for being a lying, abusive piece of shit. 1 @rachelbxny @sunstroke_house @skynews i never despised anyone in my whole life more than i despise amber heard. not the childhood bullies on the playground, not the high school yuppies who looked down on me and not even my cheating ex husband. i really hope i never have to meet this vile creature. 1 exactly.\nthrough all recordings, we constantly see that ah is not a frightened little flower afraid of johnny.\nin all recordings, she is abusive, she bullies jd, she berates him, and he is always the calm one. he and his team are afraid of her like.\n#justiceforjohnnydepp 1 @warnermedia @hbomax i’m just going to say it. @warnerbros doesn’t deserve @dccomics when it keeps bullies, abusers and endorsers of bullying and abuse employed. #hamadamustgo #istandwithrayfisher #amberheardisanabuser #justiceforjohnnydepp #restorethesnyderverse 1 ding dong! 🔔#justiceforjohnnydepp\n\nthe only bullies are her followers who hunt #deppheads constantly. #amberheardisaliar #amberheardisanabuser 1 dc entertainment: remove amber heard from aquaman 2 - sign the petition! https://t.co/tk4bwz7aan via @change.org have zero tolerance for abusers & bullies!! 1 @bella__thoughts @anaheimyet yes i also picked that up in the uk trial. bullies attract bullies.\n\n#amberheardisaliar \n#amberheardisagolddigger \n#amberheardisanabuser \n#justiceforjohnnydepp 1 i agree bullies attract bullies\n\n#amberheardisaliar \n#justiceforjohnnydepp \n#amberheardisagolddigger \n#amberheardisanabuser 1 some people love to mock people who speak the truth.\n\nbecause liars gonna lie.\nbecause haters gonna hate.\nbecause bullies gonna bully.\n\nbut true losers are those who mock people who are fighting against lies, prejudice and bullying.\n\n#justiceforjohnnydepp 1 #justiceforjohnnydepp \nonly blatant narcissists and bullies would resort to doxing victims of domestic violence . team heard all over . ambassador for human rights my arse . are ye still loving team amber over there @loreal ? 1 the lead in the flash movie literally body slammed a female fan, still employed. amber heard lied about donating to sick kids, and she’s an abusive bit*h, still employed. this man stand up against racist and bullies and he’s fired. i’ll stick with marvel. #istandwithrayfisher 1 stop #bullying!\n\nignore the bullies, their bullying is a cry for attention.\n\nknow your worth, set boundaries. live your life.\n\nyou deserve all the great things in the universe!\n\n#justiceforjohnnydepp #mentoo #abusehasnogender https://t.co/lc7oncdord 1 for her to hate bullies and is defending the biggest bully out there ah is a bigger bully then trump ever will be👌🏼 #justiceforjohnnydepp 1 after going through this thread i now understand why these people support amber heard. it's because they are abusive, evil, bullies just like her. \n\n"evil people always support each other; that is their chief strength".\n\naleksandr solzhenitsyn 1 oh yeah but we’re the bullies handing out death threats 🙄🙄🙄🙄🙄🙄 ah stans are as good at projection as their kween .\n#justiceforjohnnydepp \n#amberheardisaliar \n#amberheardisanabuser 1 amber heard thinks she can bully us like she bullies everyone in her life. well, this whole situation is gonna blow up in her plastic face.\n#justiceforjohnnydepp 1 @dumbasssmurf @mrsdepp_head she is trying to get attention she is wannabe photograph in uk i believe, maybe she will get deproted after brexit. \nshe is like turds friend, they take a camera and think they are photographers 🙄\nsame as all turds, she insults and bullies, then blocks you. \n#amberheardisaliar 1 @sharonpwrites @dior only bullies support amber heard. i guess that includes you. 1 @brynsandberg @tatianasiegel27 #tatianasiegel bullies celebrities with the goal to destroy them so they kill themselves! journalist hiding behind the word alleged to get a free pass to write smears!\n#justiceforjohnnydepp https://t.co/wt80yphghd 1 @ninaharrelsontv @jamiekennedy that is why some cant come forward for johnny depp. biased media are bullies like their hero #amberturd #justiceforjohnnydepp 1 it's a pity that there aren't more celebrities like greg who are not afraid to stand up to the bullies and support johnny. #justiceforjohnnydepp 1 @dailymailceleb interesting how you don't confront @lorealparisusa or @aclu or @un_women asking why they are still hiring court documented self-confessed serial violent domestic abuser amber heard as an ambassador for women. is it a sin that depp bravely stands up to his bullies? @dior is smart 1 fuck yes!! this is not just about jd! it's about standing up to abusers and bullies like her!! #justiceforjohnnydepp\n#amberheardisanabuser 1 does anyone else see the frightening similarity between the two muppets trump & heard?\nboth delusional, both narcs, both bullies, both completely oblivious to reality & neither taking any notice of a public vote.\ntelling ya, they're related or something.\n#justiceforjohnnydepp 1 @canadanurseboy @ap_planner how is it men’s day everyday? cause i don’t remember it being men’s day when amber heard was proven innocent or how the media constant bullies people like michael jackson and kanye for simply showing human emotion? was it men’s day then? 1 excellent image that shows the power of making a stance before bullies. whether they are online or in person.\n#justiceforjohnnydepp\n#istandwithjkrowling\n#mjinnocent 1 so amber heard and priti patel have both kept their jobs. even after being proven in court to be nothing but bullies. women who abuse . what are we teaching our children @borisjohnson ? 1 @nprdad great way to show kids how to be a bully 🤮🤮🤮 i guess kids you can grow up to become a bigger bully with a bigger audience, take note! #justiceforjohnnydepp #warnerbullies 1 @tsimbleraurora @sunflxwervolsix @joshgad yep they brought it up besides i don’t think teaching kids to bully other people it’s a good thing. eventually the bullies are the ones that suffer more in life. #stopbullying #justiceforjohnnydepp https://t.co/xajs9x5yvl 1 @misueu1 @picklenotation @wbpictures @wbhomeent are despicable bullies. 😡😡😡don't support them until we have #justiceforjohnnydepp ⚖️ #cancelwarnerbrothers they are heartless trash. 🤢🤮👎🏿 1 @johncleese that rowling isn't in this for the good of mankind, but rather to protect the vile, insipid sex-based rights of violent bullies like amber heard?\n\noh, no, wait, they're just mad she's using the wrong buzzwords to protect those "rights". 1 hell no!! they have their tentacles everywhere!the length this corrupt and evil family will go to destroy johnny's life is beyond me! all because he dared to stand up against these bullies. #justiceforjohnnydepp \n#boycottwarnerbrothers \n#amberheardisanabuser 1 soooo... bullies are now requesting to fire #ginacarano but it’s ok to keep giving work to #amberheardisanabuser? wow. 1 @mygrindelwald society: "you need to be confident and stand up for yourself against the bullies. "\n\njohnny: *stands up for himself*\n\nbullies: "lol." *bullies harder*\n\nsociety: "why didn't he just not do anything?"\n\njohnny and the rest of us: *stares in confusion* \n\n#justiceforjohnnydepp 1 we live in a society that enables bullies 😔 they can care less about the truth and hurting others\n#justiceforjohnnydepp 1 @loreal amber heard has been exposed, thanks to johnny depp's civil lawsuit, for having cut his finger. which she admits in this video. & every1 around them saw her for who she is. a manipulative & psychotic woman who bullies others out of greed. #abuseisnotlove. https://t.co/4wocmbxj50 1 @warnermedia @warnerbros so apart from firing a victim of violence, you go and laugh making an animation about the fact, congratulations warner, you are banned, neither my family nor i nor even my friends are planning to see a movie that bears the warner logo bullies of victims #justiceforjohnnydepp 1 why does "crock of gold" have only 822 followers? where are deppheads now? why aren't people massively sharing his work instead of sharing amber's face all day long and calling people bullies? \n#justiceforjohnnydepp 1 full #respect to \n@dior for not bending down to the #bullies who continue to shame a #victim of #abuse. \n@dior dosen't answer to anybody. love it #respect to \n@dior 👏👏👏👏💪💪💪♥️♥️♥️\n https://t.co/z1accuspl4\n #justiceforjohnnydepp\n#johnnydepp #christmas2020 https://t.co/2ez3csohz5 1 truth checklist:\n✅ amber heard is an abuser\n✅ arr*n z*ch is a liar, vendictive ex, & not a good bi rep\n✅ gina fr*t is a derrange person\n✅ oreo is jz a poor excuse of a human\n✅ antis & 🍍s are sad, delusional bullies\n✅ d*von & adc are condescending\n✅ jroth is a fvk up ass 1 @wbpictures i don’t consider you anymore as an entertainment company but as some bullies that support abuse and abusers #boycottwarnerbrothers #fireamberheard #amberheardisanabuser 1 @nypost she also defended amber heard and harvey weinstein so this is not a surprise. she seems to have a thing for abusers and bullies. no wonder the #timesup movement turned out to be a fraud and a joke 1 "bullies hire bullies as lawyers"\n"wayward judge, applied rogue rules"\n\nexpert legal commentary on nicol's judgement in johnny's case. one, experienced in dv cases gives a valuable perspective on ah vs jd signs of being an abuser. \n#justiceforjohnnydepp\nhttps://t.co/n2h5q9mrtk 1 “depp attacks anyone who disagrees with him. amber heard is a true humanitarian”\n\nahem, it’s not depp who bullies others online with a reply like ‘nobody cares about you’. it’s neither depp who attacks everyone who shows support to his abuser like heard did with zoe. 1 media *prints an obviously paid hit piece on johnny depp* you guys cancel him!\n\npeople: nope *shows evidence of them lying and twisting the truth*\n\nmedia: bullies! you're like nazis! and kkk! (for good measure) you're all bots and stans and trolls! \n\n#justiceforjohnnydepp https://t.co/7dr4oilye3 1 @scottmendelson media collectively are 10 ppl. we are millions of ppl who actually pay to watch his movies. we are there for johnny. media can go fuck themselves- bullies. #justiceforjohnnydepp #amberheardisaliar 1 i just reported all their smear campaign articles and tweets. it’s targeted harassment and abusive. @thr are fucking bullies. full stop. #justiceforjohnnydepp 1 @tericarson they are bullies,who never grow up into respecting people. being 9 months in mothers belly does not necessary make them human. they had to earn it, they did not #amberheardisanabuser #amberhearddidnotdonate #amberheardbully #amberheardhusbandbeater \n#justiceforjohnnydepp 1 @aatifaliye @jkhowell1 @stirgussa as ms howell no doubt realises now, it is a mistake to try and engage amber heard supporters with kindness. many of them are vile abusive bullies - birds of a feather and all that. 1 i like amber heard, jessica chastain, alexandra shipp, brie larson and kelly marie tran and i think all their haters & bullies should be banned from all social media. yup i'm pinning this. 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('crazy')].text.value_counts().head(60)
amber heard is one crazy bitch 3 amber heard is a crazy ass bitch 3 amber heard is fucking crazy 3 imagine if johnny depp was the one literally saying that amber heard was "being very dramatic" about being abused right after confessing to it...yeah right? the storm.\n\nthing is, it's amber heard who said that, under oaths. \n\nwhy is no one going crazy? \n\n#justiceforjohnnydepp 3 @skynews recordings of johnny depp to amber heard – \n\n“there can be no physical violence”\n“when you start the yelling it gets crazy and that makes me not feel safe within the relationship” \n“i knew you’d get f**king violent again”\n“i’m not going to be in a physical altercation with you” 3 “ i ultimately became emaciated due to the extreme stress and the fact i had no time to eat with the crazy work load [amber heard] bombarded me with constantly “ - kate james #justiceforkatejames #justiceforjohnnydepp 3 amber heard is fucking crazy... 2 @thejournal_ie recordings of johnny depp to amber heard – \n\n“there can be no physical violence”\n“when you start the yelling it gets crazy and that makes me not feel safe within the relationship” \n“i knew you’d get f**king violent again”\n“i’m not going to be in a physical altercation with you” 2 @msnsouthafrica recordings of johnny depp to amber heard – \n\n“there can be no physical violence”\n“when you start the yelling it gets crazy and that makes me not feel safe within the relationship” \n“i knew you’d get f**king violent again”\n“i’m not going to be in a physical altercation with you” 2 amber heard is one crazy ass bitch 2 @goss_ie recordings of johnny depp to amber heard – \n\n“there can be no physical violence”\n“when you start the yelling it gets crazy and that makes me not feel safe within the relationship” \n“i knew you’d get f**king violent again”\n“i’m not going to be in a physical altercation with you” 2 amber heard proven crazy - please tell the judge! 90000 subs! https://t.co/pzjsihdor8 via @youtube 2 amber heard is a crazy bitch 2 @deadline recordings of johnny depp to amber heard – \n\n“there can be no physical violence”\n“when you start the yelling it gets crazy and that makes me not feel safe within the relationship” \n“i knew you’d get f**king violent again”\n“i’m not going to be in a physical altercation with you” 2 amber heard gaslighting johnny depp.. telling him exactly what she did to make him think he’s crazy for even thinking that.\n\n“tell the world, i johnny depp, a man, i’m a victim of domestic violence. see how many people believe or side with you.”\n\nhttps://t.co/jrlinxkswz 2 @mirrorceleb recordings of johnny depp to amber heard – \n\n“there can be no physical violence”\n“when you start the yelling it gets crazy and that makes me not feel safe within the relationship” \n“i knew you’d get f**king violent again”\n“i’m not going to be in a physical altercation with you” 2 from 1 to amber heard how batshit crazy are u 2 @thr recordings of johnny depp to amber heard – \n\n“there can be no physical violence”\n“when you start the yelling it gets crazy and that makes me not feel safe within the relationship” \n“i knew you’d get f**king violent again”\n“i’m not going to be in a physical altercation with you” 2 y’all, there was sooooo much proof that amber heard was a crazy ass bitch. that’s just wrong. lemme go read 😭 1 yes amber heard is batshit crazy 😭 1 amber heard and johnny depp were mutually abusive. there’s been evidence of both so can y’all stop pretending it was one sided?\nthat being said, if one is being punished, the other deserves to be punished as well. it’s crazy that she’d keep her jobs while he loses his. 1 fuck you and fuck everyone who involved in this @warnerbros bring him back for grindelwald y'all piece of shit and kick that crazy woman instead\n\n#justiceforjohnnydepp 1 crazy how the court completely ignored all the evidence against amber heard when it was right in front of them. she cuts his finger off and is completely manipulative and abusive to him but apparently it doesn’t count??? don’t we just love corruption😃 #justiceforjohnnydepp 1 never stick your dick in crazy #amberheardisanabuser 1 #amberheardisanabuser #amberheardistherealabuser #amberthecrazyheard 1 @wbpictures i will be boycotting your films. since apparently it's okay to ask a victim to resign but hire the crazy bitch who abused him. #justiceforjohnnydepp 1 i know it’s bad to say but i honestly wish johnny depp did actually beat the shizz out of amber heard. she deserves a a** beating esp after hearing her torment johnny on audio tapes. i would’ve went to jail if she was in face forcing me to stay & fight with her crazy a**. 1 my money is on johnny depp! been streaming his movies like crazy lately thats the least i can do for johnny 😢 we love u and we believe u. keep fighting the fight johnny. it's gonna be a long journey to victory but we r here for you! #justiceforjohhnydepp #amberheardisanabuser 1 @warnermedia @hbomax you disgusted me. you fired johnny, the victim in all this crazy situation. but leave amber in, the abuser. you really really disgusted me. not going to watch aquaman 2 and now not going to watch fantastic beats. sorry jk rolling and jason mamoa\n#justiceforjohnnydepp 1 @gamespot mistakes gets punished, his mistakes was to get involved with a crazy b@#$ch like amber heard 1 #justiceforjohnnydepp i hope that if they don't have the ass to fire him and force him to denounce also that crazy crazy lose her job\n@warnerbroscine 1 crazy that society oppresses both men and women with domestic abuse. men with power are able to use their influence to evade justice when they are the abuser but because they are expected to hold this power they aren't believed when they are the victim. #amberheardisanabuser 1 it's crazy that johnny depp has been asked to leave the fantastic beasts franchise and amber heard hasn't left aquaman 2. 1 man, i feel bad for johnny depp for still being dragged down by this crazy manipulative b i t c h after all this time. i mean, the fact that she's out there most likely terrorizing someone else scares the shit outta me, put her in jail already #justiceforjohnnydepp 1 @sleepismylover @jennyenicholson johnny depp is a batterer and amber heard is a victim who lashed out. it happens and a fuckin classic technique batterers use is to state that they are the victim even though they are the primary aggressor and the crazy shit the victim does is reactionary 1 after losing a libel case against the sun, claiming that he (johnny depp) is wife beater (beaten amber heard), depp leaves the film franchise for fantastic beasts. you know when famous people (particular celebrities),they do some kind of crazy s**t as if they are up above the law 1 fantastic beast without johnny depp is like one piece without luffy. how could you do this warner bros? you make a big mistakes! no one can replace him. 😪\n\nfxck you amber heard! this crazy bixch ruined jd career and she's still out there! https://t.co/sgishzc8d0 1 @jk_rowling please, sue amber heard or werner bros. don't let #metoo or crazy women ruin your univers.\n#justiceforjohnnydepp \n#amberheardisanabuser \n#savejohnnydepp 1 @crazymiamidude @realamberheard i wish her nothing but misery. #justiceforjohnnydepp https://t.co/p5ytiha0mq 1 this is what drives me crazy the most. even if the makeup covered that, which i doubt it, she wouldn't be able to do so many facial expressions with black eyes and a broken nose. you can't! it hurts! you can't smile because it hurts! \n#justiceforjohnnydepp 1 its crazy to me how when amber heard claimed depp was abusing her, everyone rushed to cancel him and it was a big thing, but over time its come out that it's actually the other way around, and that stuff has been buried in relative obscurity 1 not only is the system fucking over johnny depp and ruining his carrier, amber heard is a crazy abusive bitch and they’re letting her walk freely eith no consequences, shit blows 1 ugh the injustice! i’m a woman but amber heard is using it for her own crazy $ake! #justiceforjohnnydepp 1 @candemph some.. and one amber heard who is an abusive crazy lying manipulative woman. 1 not that amber heard isn't batshit crazy, but i sure as hell got dragged a little last year for stating the only reason johnny depp was still on fantastic beasts was because jk rowling was trying to get that dick. surprise surprise that now that she's on the outs, he's gone too 1 @ign fuck amber heard. or don't. #neverstickyourdickincrazy #doublestandard #feminism 1 this is what you call blind & deaf. this bitch was literally crazy. she would throw a fucking fit because johnny moved his hand away while they were watching a movie. so many recordings of her sounding absolutely insane. #justiceforjohnnydepp fuck amber heard 1 #justiceforjohnnydepp why is domestic abuse to men ok!??? the world is going crazy. america is going crazy. 1 we support johnny. and we want true justice, not justice biased by corrupt judges and crooked and hyppocritical companies like wb, pandering to the crazy sjw and pc agenda. had it been a women, she wouldnt've been fired, but this man-hating unfair world...\n\n#justiceforjohnnydepp 1 this world is crazy! since when did the victims suffer losses and wicked people were living normally\n#justiceforjohnnydepp https://t.co/hpuhervmmm 1 amber heard is the best example of barney's hot-crazy scale. it makes so much sense. 1 @enews does anyone else find it crazy that out of all the women he dated, this is the only one he decided to start abusing??? omg!!! this is fucking bullshit! #fantasticbeasts will not be the same without him. #johnnydeppismygrindewald #amberheardisanabuser 1 amber heard is ruining johnny depps career. she was caught lying, she was the abuser, and the crazy bitch shit in their bed. bet she won’t get fired from aquaman though 🤦🏻♂️ 1 @sir_lanian @j_cohenx @kimberlyy_riley @etalkctv i mean... whatever. i think he plays a great crazy person... i'm just blown away by the fact that amber heard openly admitted to beating her husband... and apparently nothing?\n\n#feminism? 1 what's crazy is there was a circulating video years ago with compiled evidence against her, complete with videos of her being controlling and him looking so sad and uncomfortable... she's a monster. #justiceforjohnnydepp 1 there's too much evidence backing him up, and much more against amber heard. this world is effed up if they let a liar roam free just because the court fell for her crazy victim mentality. this is not right. many men are victims too, they don't want to speak for fear of ridicule. 1 i think we should turn amber heard into arianna dumbledore and find a few muggles to turn her crazy.dont worry,i would perform an obliviate afterwards so statue of secrecy is not broken.dont want rita skeeter coming after me,yeesh!!! #justiceforjohnnydepp 1 this is crazy!!!!!! #justiceforjohnnydepp 1 if you think anyone can replace this legend, you are crazy. these roles are legendary because of johnny depp if you take the iconic depp out , theres just a huge ass nothing. no one deserves these roles except him. \n#justiceforjohnnydepp https://t.co/jrc8mqwcwc 1 i thought we were all on the same page about amber heard being a crazy ass bitch 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('psycho')].text.value_counts().head(60)
amber heard is a psychopath 16 amber heard is a psycho 6 amber heard is a psycho. 4 johnny depp claims 'serious injuries' from amber heard after her lawyer calls gq interview 'psychological abuse' https://t.co/xvbqd695j5 via @toofab 4 amber heard is a psychopath. 3 amber heard is a psycho bitch 3 amber heard is a fucking psychopath 3 amber heard is a literal psychopath 3 remember when #lilyrosedepp(who was a minor at the time)had to delete her post about her father because she got death threat from amber heard’s psychotic fan & hasn’t posted about him since then?\n\nand #amberheard is still personally encouraging her fans to bully and harass people 2 amber heard is a fucking psycho 2 amber heard is a psychopath & pure evil\ni never liked her acting & the actress herself 😠\nain't watching pirates of the caribbean without jack sparrow(@johnnydeep)\naquaman 2 had better not feature her cos there's no f**king way im gonna watch it with her in it.\n#justiceforjohnny 2 amber heard is a psychotic bitch 2 @sunflxwervolsix amber heard is a total narcissistic sociopath. anyone with any understanding of psychology and body language can see it as clear as day. she planned to obtain depp.\ni wish they’d teach kids to recognise toxic personality types in school. it’s a lot more useful than religious ed. 2 female vs men abuse should not be tolerated. lying and using the real pain of real domestic abuse victims is criminal. shame on her and the media being complicit in defaming johnny. he was the one suffering. she is a psycho sociopath. she is the real monster #justiceforjohnnydepp 2 amber heard is such a psycho 2 amber heard is psycho 2 amber heard is a psycho! 2 @xdiordepp amber heard is a total narcissistic sociopath. anyone with any understanding of psychology and body language can see it as clear as day. she planned to obtain depp.\ni wish they’d teach kids to recognise toxic personality types in school. it’s a lot more useful than religious ed. 2 she's a winner! if you're into psychopaths that is. \n\n#justiceforjohnnydepp @cnnbrk #fox #cbs @amberheardnews #domesticviolence 2 amber heard is a psychopath. #justiceforjohnnydepp 2 amber heard's team accuses johnny depp of "continuing his psychological abuse" https://t.co/zrekft7wyq 2 @littlemismagic amber heard is a total narcissistic sociopath. anyone with any understanding of psychology and body language can see it as clear as day. she planned to obtain depp.\ni wish they’d teach kids to recognise toxic personality types in school. it’s a lot more useful than religious ed. 2 @aquamanmovie @thedcuniverse @dccomics make it happen. ditch the psycho amber heard and get @emiliaclarke to play mera... or i will #boycottaquaman2 \n#justiceforjohnnydepp #amberheardisanabuser #johnnydepp https://t.co/oxyvnio6ty 2 @deppetluna @wifeynumber3 @marciarodmell @eveningrose309 @thenamesq and i didn't believe johnny could have done what he had been accused of. because why now, when he had never been accused of any physical or psychological violence throughout his life? it really didn't make sense. and he had changed so much, poor man. 😔\n#justiceforjohnnydepp 1 @steveconoboy @realamberheard i'm blocked from seeing her because i have the hashtag #justiceforjohnnydepp in my heading. \nshe is well hated. and shall only be known as a gold digging psychopath. 1 @k_ingalasmith true but more importantly, read people better and learn to sniff out bad apples!! stay away from psycho bitches!! any mother would tell her son that wisdom. she gives good head for a moment but she’ll ruin your life forever!! #amberheardisanabuser #justiceforjohhnydepp 1 @thesun @janem more utter bile. 'the evidence was there'. yes it was, except the evidence was his and yet the judge took her word for it without any. sickening. you made the right call comparing it to gone girl though. psycho #thescum #amberheardisanabuser #justiceforjohhnydepp https://t.co/y6trn1pwyj 1 @block_heels i’m not a fan of johnny, but i’ve been abused. and those of us who’ve been through it know that amber heard is a psycho abuser. you spit on abuse victims by defending her. 1 amber heard is a psychopath. she abused her last partners, and now she has done the same to johnny while also ruining his career. \nshe is loving it, she it's sad about the verdict she is happy that she ended his career. \nthe court got it wrong she is a gold digger. #amberheard 1 @marvelcinephile amber heard is a psycho 1 so is warner bros gonna fire that psychopath amber heard as well or do they only go after depp because it's the easy way out to double down against an abuse victim??? 1 amber heard is actually a psychopath and there is no convincing me otherwise. 1 depp disuruh blah, pastu si betina psycho amber heard tu disuruh stay jadi mera dalam aquaman. bagus orang wb ni! bagus! mesti banyak peminis bodoh dalam wb duk bekap kes amber ni. 1 bringing this back cuz the psycho amber heard rlly still out here ruining depp's career\n\nhttps://t.co/nwdngmez3j 1 this some bullshit! johnny deserves better and they let psycho amber heard get away with this?\n#justiceforjohnnydepp 😣🖤 1 @laurabockov he is a gentleman but this is unacceptable. warner bross has chosen the side of an abuser. jd continues to pay for something that he hasn't done. he suffered physical and psychological violence, the unfair verdict of a corrupt justice system and now this. #justiceforjohnnydepp 1 si y’a des crevards ici qui stan une petasse comme amber heard aka la grosse mytho toxique et psychopathe vous pouvez m’unfollow ✨ 1 @beckybond007 how so? amber heard was an abusive psycho bitch... 1 i despise amber heard so much, used to believe she was a victim but sorry, i cannot see through her psycho behavior in court.\n\nto me both are guilty, so both should lose their deals not just him. 1 2/2\nso that lying, abusive, psycho, amber heard gets away with it & johnny depp is asked to resign. disgusting that the sun gets away with printing crap & the judge ruled in their favour. there's plenty of evidence to show that jd was a victim in his toxic marriage to ah. 1 johnny deep the clear victim in the domestic violence shit, all the evidence against that psychotic cunt he had, @wbpictures still makes him resign!! you’re fucking gross, making a victim quit while still supporting his psychotic abuser amber heard 🤦🏻♂️ what the actual fuck 1 amber heard is a narcissist, a psychopath and an abuser and she well played out the victim's part. now johnny depp has been fired by warner bros wtaf? she really needs to check herself in a mental hospital. we still love you jack sparrow.#justiceforjohnnydepp 1 are you happy now @realamberheard ? not only did you damage him physically and psychologically but now you mess with his career? how can you sleep at night? i hope karma and justice come to you in the worst way! #justiceforjohhnydepp #amberheardisanabuser https://t.co/u752cuke2a 1 this bitch is f**king devil, a liar, an abuser, a gold digger, a narcissist, a psychopath and turd. no one else is worse than amber. — 🤮\n\n#justiceforjohhnydepp #amberheardisanabuser https://t.co/sxcmi9je9z 1 @trevorwells98 @lepplady exactly. amber heard is a shameless liar and a psychotic abuser 1 say it louder!\n#amberheard sorry baby, this is psychology, you should make some research.\n#justiceforjohnnydepp \n#amberheardisanabuser 1 why is that abusive psycho amber heard still allowed a platform and career???\n\n#amberheardisanabuser #amberheardisaliar #justiceforjohnnydepp 1 @psycholisa #justiceforjohnnydepp #istandwithjohnnydepp 1 i think amber heard is a narcissistic psychopath. npds are desperate for attention and will do anything to get it, creating drama and fights are all on the table. they lie and manipulate to get their supply. johnny depp is innocent. https://t.co/zjsogz1m1i 1 johnny depp deserves justice just because he’s a man he’s lost amber is a psycho and lied throughout court,how can you be so stupid to believe that psycho amber #johnnydeppisinnocent #amberheardisanabuser #johnnydepp #johnnydeppdeservesjustice 1 sometimes u give everything to the person u love n the result is them putting s**t on u n turning around the table for to make u pass for the psycho one when u r not \n\nhe was abused n he's a victim. \nwake up!!!\n\n#justiceforjohnnydepp https://t.co/c5yejtx7y6 1 @psycholisa that’s for damn sure. and in the court of public opinion the truth does matter!! and we will continue to fight for it. #justiceforjohnnydepp 1 amber heard = psycho 1 #justiceforjohnnydepp abuser is abuser- woman or not, shes fvkin crazy psychopath... "i did start a physical fight" yeah? by cutting his finger? ain't no woman or syit is that 1 en + des violences physiques amber heard infligeait des violences psychologiques à johnny depp : le prenait en photo dans des situations "embarrassantes" puis les lui montré en se moquant, en lui disant entre autre "regarde ce que t'es devenu". #justiceforjohnnydepp https://t.co/j92ybgkiza 1 @imyourmimi dibaa? psycho si amber heard. dahil sa kanya tinanggal si johnny sa pirates of the caribbean franchise. baliw sya. tapang sya kasi babae sya.😤😤😤 1 @thesun @womensaid amber heard is a domestic abuser herself. she is a gaslighting psycho who drove johnny depp nuts and took a sh*t in his bed. she is most definately not some hard done by victim or a role model for women or young girls. 1 #justiceforjohnnydepp \npsychopaths are social predators, and like all predators, they are looking for feeding grounds. wherever you get power, prestige and money, you will find them.\n\nrobert d. hare 1 @psycholisa #justiceforjohnnydepp 1 @psycholisa @flora_boho king #justiceforjohnnydepp 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('bitch')].text.value_counts().head(60)
fuck a bitch named amber heard 36 fuck that bitch amber heard 29 amber heard is a bitch 28 amber heard a bitch 9 amber heard is a fucking bitch 7 fuck a bitch named amber heard. 6 @realamberheard #justiceforjohnnydepp\n#johnny_i_believe_in_you\n#fuckthesun\n#fuckamberbitchheard 5 🚫🚫🚫no ver las películas de ambitch, ni en las que han excluido a johnny depp 🚫🚫🚫\n#justiceforjohnnydepp\n#johnnydeppisinnocent\n#wearewithyoujohnnydepp\n#supportjohnnydepp 5 amber heard is a dumb bitch 5 amber heard is a bitch. 5 fuck that amber heard bitch 4 fuck that bitch #justiceforjohnnydepp 4 amber heard is a dumb bitch. 3 amber heard is a bitch #justiceforjohnnydepp 3 fuck amber heard stupid bitch 3 amber heard is one crazy bitch 3 amber heard is a lying bitch 3 amber heard is a crazy ass bitch 3 amber heard is a psycho bitch 3 fuck that bitch names amber heard 2 fuck amber heard i hate that bitch 2 fuck amber heard she a bitch 2 bitches aint shit #justiceforjohnnydepp 2 @graceheather95 @redlikejungle @drakuseele @yumcoconutmilk @bitchmedia #justiceforjohnnydepp \n#amberheardabusedjohnnydepp 2 fuck amber heard. all my homies hate that bitch 2 #johnnydepp is the purest soul on this planet. he never once stopped visiting children, not even when that vile bitch severed his finger and he had to have 3 surgeries, contracted mrsa three bloody times and almost died. #justiceforjohnnydepp 2 fuck a bitch called amber heard 2 amber heard is a crazy bitch 2 amber heard is an evil bitch 2 amber heard is a psychotic bitch 2 fuck amber heard bitch 2 amber heard runs herself off instagram https://t.co/z1i5a0a3cw #bitchute 2 #amberheardisagreedybitch\n#amberheardisanabuser #amberheardisaliar #ibelievehim #justiceforjohnnydepp 2 amber heard bitch 2 fuck this bitch. #justiceforjohnnydepp 2 amber heard you bitch 2 amber heard is also a bitch 2 fuck amber heard, abusive ass bitch 2 amber heard admits abuse in leaked audio https://t.co/8ousjol4e3 #bitchute 2 #justiceforjohnnydepp fuck that bitch amber heard 2 fuck a bitch named amber heard 🗣 2 amber heard is one crazy ass bitch 2 @realamberheard fuck you bitch! #justiceforjohnnydepp 2 #amberheardisanabuser #amberheardisaliar #amberheardabusedjohnnydepp @realamberheard you are a sick bitch!!\n☠🖤☠🖤 #august2020 ☠🖤☠🖤\n#justiceforjohnnydepp #adamwaldman #johnnydepp #johnnydeppisinnocent ❤ 2 amber heard is such a fucking bitch 2 bitch amber heard 2 amber heard is a raggedy ass bitch 2 @realamberheard bitch #justiceforjohnnydepp 2 fuck amber heard bitch ass 2 amber heard is a bitch!!! 2 bitch... #justiceforjohnnydepp 2 fuck a bitch named amber heard!!!! 2 so in a world of equality women have the right to lie and destroy men's careers, amber heard, monica rial, jamie marchi, etc, this whole believe all women needs to stop, women can be petty minded bitches who can be ruthless, the phrase is hell hath no fury like a woman scorned... 2 amber heard is a bitch! 2 also f this bitch too!\n#amberheardisanabuser \n#boycottwarnerbrothers 1 amber heard can suck a fat one the stupid bitch 1 wish i could tweet amber heard a big ole’ “fuck you bitch” 1 burn bitch #amberheardisanabuser 1 as much as i love jason mamoa, if they keep amber heard in the new aquaman i ain’t seein that shit. fuck that abusive bitch 1 instead of chanting "fuck donald trump" can we start chanting "fuck amber heard" (it's still fuck trump but this bitch needs to know the whole world hates her too) 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('beaten up')].text.value_counts().head(60)
@annaleszkie so where's the long thread about amber heard and the women she's beaten up. but no, domestic violence can only be screamed about when the man has been accused. fuck you anna, you are a disgrace! 1 @patriotssblv @metalsd_68 @barstoolsports a man has been beaten up, spitted on, cheated on, his finger chopped, his meds replaced, his children mistreated, his money stolen, his career fallen, his house trashed, his bed pooped and you're telling is not that serious? get some help, have compassion #justiceforjohnnydepp 1 yes! a day after she supposedly had multiple cuts, been beaten up, etc etc... \n#justiceforjohnnydepp 1 @annapur89112645 @xuuguu @victoriabreakw1 he does look very beaten up 😢😢\n#justiceforjohnnydepp 1 imagine being beaten up for years, being falsely accused of aggression by your abuser, being the victim of a lying media, and still continuing to do your best and fighting for justice. this is johnny depp, the bravest man i know. i love you johnny!\n\n#justiceforjohnnydepp 1 if elon musk was still together with amber heard, she would have beaten up half of his wealth by now. 1 so basically, the judge says all jd's witnesses condone dv. he accepted they all watched ah being beaten up and did nothing to help her and then went on to lie in court to protect jd. i would sue the shit out of this judge. despicable. #justiceforjohnnydepp https://t.co/iczxok5puu 1 will amber heard do her own beaten up makeup in aquaman 2 or will johnny depp help? 1 @babeyoda forgot to attach :) amber heard stole her own assistant’s !!rape story!! and pretended it happened to her...+ she was the one who was arrested for domestic violence against her own wife and had beaten up her own sister (there is a video about this as well, feel free to check....) https://t.co/sgbc4tzoel 1 the only wife beater who beaten up someone was amber heard, who was never cancelled, but go off, sis. https://t.co/rlrbywreiy 1 remember when scamber pooped in johnny's bed and got angry at hilda who she accused had ruined her marriage ... said scamber who has also said that she was beaten up all the time. in the marriage. who still believes in this poop lady? #amberheardisaliar 1 i'm honestly so tired. this is giving me so many flashbacks of when i was beaten up and they didn't believe and called me a liar. each article is a laugh and a mock. it's hard seeing someone that helped me so much during those times go thru the same shit. #justiceforjohnnydepp 1 it's like those videos of people getting beaten up going viral. it's a horrible thing but it opens people's eyes and reminds them the world isn't all sunshine and rainbows and there are people suffering as we speak.\n#justiceforjohnnydepp #abusehasnogender #metoo #mentoo 1 i cannot explain my anger @warnerbros its because of shit like this one that we don't forward. you don't understand how it is being beaten up and they don't believe you. it's hurtful and frustrating. you just helped so many abusers you have no idea. #justiceforjohnnydepp 1 i am crying. what @warnerbros did to him is not okay. they don't understand the pain of being beaten up everyday where we should be safe. disrespectful for us victims. it's sad. feeling a great deal of pain. disgusting @wbpictures #justiceforjohnnydepp #amberheardisanabuser 1 the fact the she's trying to claim she has injuries in this picture is insulting for anyone who has ever been beaten up.\n\nbeyond ridiculous.\n\n#justiceforjohnnydepp \n#amberheardisanabuser \n#amberheardisaliar 1 amber heard needs to go to jail if she was a man she would've gotten her pretty little face beaten up by women already and nobody would say a peep there's toxicity in everything 1 @agp2039 i thought they all just stood there and watched her get beaten up. #amberheardisaliar 1 "it would have been peculiar for her to add to mr depp's graffiti" yes, very true but you forgot the second part "if she had indeed been beaten up for three days" #justiceforjohnnydepp #amberheardisanabuser 1 so i was watching drive angry and this scene of amber heard getting beaten up by her ex came up and i was wondering, amber sweetie is that what you claim johnny depp did to you, you sick twisted fuck? 1 she said he didn't let her "be human". bitch there are several billion people that do not need to throw pots, pans, vases or hit someone else in order to express their emotions and be human. she also wanted him to come back to her after being beaten up. 🤷🏼♀️\n#justiceforjohnnydepp https://t.co/axk9w01kdo 1 @jedichick77 @fudge__supreme who are you talking about, a different amber heard out there. the one i'm talking about was beaten up by johnny depp. you need to look at the facts of the trial 1 @wearingmeout @thomasfalconer @petegilio @hillaryclinton nope he was cheated. now back to your idol amber heard lying about being beaten up? 1 @mderndarkwizard probably from the ‘first visit’ where it was staged and she had been ‘beaten up’ with the help of a makeup artist🙄\nthis was a second visit. \nafter they cleaned everything up.\n\nguess amber heard wasn’t counting on that... 1 @tangotnofrien @igba_lode @th_dreadhead @eddyfizz_ @a_eyitemi many men have been beaten up by their wives\na prime example is johnny depp and amber heard...i remember how the so called feminist cancelled him and made him lose so many movie roles and money\nat the end of the day he was the victim abi\nso please shut up and educate yourself 1 @louiseb51825161 @katiehill4ca 2. the video was taken by amber heard without his knowledge, in his own home. it was "leaked" to tmz claiming she was beaten up badly. it was either amber herself or tmz purposely hiding the end part where he walked away after throwing the phone and she laughed. 1 omg wtf their icon is literally johnny beaten up. no only they confirm that amber heard is the abuser as they approve it and enjoy it wtf. y'all really need to do something about it. amber heard and her fans are insane. they literally cyberbully everyone. @instagram @twitter 1 @refugecharity @realamberheard survivor her?\nwhen she has two exes beaten up.\nwhen she is the real one abuser\nwhen the tabloid magazines want to sell us lies.\nthese pages like #thesun make fun of #domesticabuse \n#justiceforjohnnydepp \n#amberheardisanabuser\n#boycottaquaman2\n#boycottwarnerbrothers 1 @eve_barlow @lilsammioficial we read, that's why we know amber is lying. your bestie literally said she was beaten up against a fridge in 2013. and the fucking fridge was bought in 2014. spare ussssss #amberheardisanabuser #amberheardisaliar 1 @johnnycdebt amber heard is a victim, a thread: she said so. (even tho the coa said she lied under oath and bitch said she got beaten up against a fridge bought in 2014, in 2013) the end. 1 😂😂😂😂 well, the man is like forty feet high. he makes his own very huge bodyguards look like dwarfs. for me it is that any man who allows amber heard to beat him up really needs to be beaten up...😁😁 1 @ladybellatrix @howudoingimblue @unsaidkarlee @cahartmeyer @variety 2) let's say their is 1 to 12 incidents were amber heard has physically or emotionally hurt depp....would she be class as a husband beater...and doesn't that dilute wife beater terminology. \nwife beater in many people minds is a man beaten up a defenless woman who was passive 1 imagine being told that the judge who said that you’re a man so it doesn’t matter that you got beaten up by a woman is right and fair. \n\njohnny depp deserves better.\n \n#justiceforjohnnydepp 1 @niptuck1919 @whoreofriri if you want to be beaten up i can put you in contact with women and it’ll cost a lot less than amber heard? her rates are high. 1 watching justice league \namber heard just got beaten up.\ngood. 1 jonny depp got battered and beaten up by amber heard, and why isn't she in prison. 1 @brigittbrien i will always defend johnny because i read the statements and seen the video of both johnny and amber, johnny always looks more scared and beaten up than amber. clearly her being a woman clouds your judgment #justiceforjohnnydepp 1 before i learned how to use twitter, i was on fb defending jd. you have no clue of the amount of abuse i'd get on a daily for defending jd. how many friends stop talking to me for it. how many people wished i was beaten up, even if i am an abuse survivor. \n#justiceforjohnnydepp https://t.co/5pcbftue6m 1 okay but can we all also focus on amber heard's ex girlfriend?? cuz she got beaten up by amber heard as well. justice for both johnny depp and tasya van ree! #justiceforjohnnydepp #amberheardisanabuser 1 amber heard desvere respect and all these fuckers think shes lying and thats fucked up that they believe a disgusting man when you saw her face beaten up. that fuck that. i support her 1 i can't believe people actually believed amber heard. the same woman who had beaten up her ex-girlfriend. feminists will go into hiding when they have to defend a male dv victim. 1 fyi, my cousin was beaten up by his wife many times before we saved him from her he stayed with her for his kid he only do is accept the beatings because if he self defense ppl will call him abuser and judge him badly do those amber heard supports stfu and accept amber is abuser 1 where's mainstream media now? when #amberheard is clearly found to have been the abusive one in the relationship & #johnnydepp was getting beaten up and denied his medication. everyone was so quick to jump on the #cancelculture, where y'all now? #justiceforjohnnydepp\ncancel now? 1 just got beaten up by a tracas bus driver in owerri because i asked him for my change of..my own money i'm go hear am o\n#justiceforjohnnydepp 1 man like johnny depp: signs up for a fit, younger wife and instead gets beaten up everyday. shits tough when ur captain jack sparrow and hunter s. thompson #justiceforjohnnydepp 1 @thecorruptedman // he got beaten up by amber heard then peoples accused him to beat amber 1 never expected captain to be beaten up by his women.\nshame on you @realamberheard. \n#justiceforjohnnydepp https://t.co/2gtafzc2qn 1 abuse and mutilation/\n\nso i looked up amber heard situation on twitter and the very first thing i saw was johnny depp's sliced finger and looking beaten up..........i feel insanely bad for giving johnny so much shit back then. 1 amber heard saying she got beaten up by johnny depp https://t.co/c2qwkrtp6d 1 @amberheardn @omgcort i do hope other victims of amber heard will come forward. she has beaten up tasya van ree and lied about it. and the police officer was not homophic, who arrested her, but a proud lesbian activist. 1 damn...\n\njust...\n\nfuck a bunch of her. #amberheardisanabuser \n\nalso i have heard conversations like this, with my siblings who were getting beaten up, and i was in the back ground going "touch me mother fucker. i'm not my sister i touch back." so my blood pressure just went up.+ 1 @zeldafitz8 i believe johnny depp even though i saw pictures of a beaten up amber heard. i dislike reality! 1 the left gloats about andy ngo being beaten up with video evidence but crucifies kavanaugh even though 3 of his 4 accusers were found lying? they also seem very hush hush about that lying bitch amber heard too. https://t.co/a4jffobsxr 1 of topic it kills me how horrible and beaten up in the second picture, compared to his happy and confident self. #justiceforjohnnydepp #johnnydeppisasurvivior #metoo #timesup 1 hubby got a ufc game. gonna create my "opponent" scamber turd and defeat her. as for real life, if amber heard wants to know what it's really like to get beaten up, get in the ring.... court. #johnnydeppisinnocent #justiceforjohnnydepp https://t.co/lfooozpnur 1 i don't feel motivated and mentally strong enough to read amber heard's court papers aka 292 pages of absolute bullshit and pure fiction right now. espacially when most of the "incidents" described probably happened but the other way around with johnny being the one beaten up. 1 looks like amber heard has gone the way of that guy i can't remember the name of who got beaten up by those black trumpsters, in his imagination. 1 @thatbrianfella "triggers her". wow. how many times have abusers used that line to attack people and not take responsibility for it. it's like when a woman gets raped: "she provoked me", or gets beaten up: "you make me do it". think about it @barryed\n#believemen too #justiceforjohnnydepp 1 @lorealparisusa @domorethanwaste #womenofworth are the kind of people that get beaten up, hated for the colour of this skin by abusers like amber💩heard a convicted criminal. as a woman who's was abused by a woman i'm asking you nicely get rid of her it is a mockery of real victims of abuse #amberheardisanabuser 1 for aquaman, i guess it's better than getting beaten up by amber heard.\n#bottom #rikmayall #aquaman https://t.co/lrzefwokvm 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('beaten')].text.value_counts().head(60)
“i couldn't find one instance, or at least an admitted one, where he was physically abusive to a woman, smacked or beaten around, he's like an angel.” – paul barresi, amber heard’s private investigator. 2 johnny depp was yelled at, beaten, mutilated, tortured, falsely accused by his abuser of crimes commited against him, he lost jobs, almost lost his life & is fighting for his reputation against a system that glorifies female abusers like amber heard. never forget, never forgive. 2 @pinkcorgisrule @dunebuggy34 @buzzfeed @buzzfeedent what about amber heard’s obviously beaten face? did she do that to herself? 1 yup, looks like someone who was almost beaten to death w/ multiple kinds of injuries. oh, wait. no it doesn't! is that r. kelly? h. weinstein? no! it's amanda, the serial abuser being caught in her lying scheme! #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar 1 @agp2039 i thought they all just stood there and watched her get beaten up. #amberheardisaliar 1 this is #amberturd the day after johnnys finger was injured. 3 days hostage, beaten to a pulp and lacerated by broken glas.......seriously??????????!!!!!!!!!!!!!!!!!! @wbpictures #fireamberheard #amberheardisaliar 1 amber heard needs to go to jail if she was a man she would've gotten her pretty little face beaten up by women already and nobody would say a peep there's toxicity in everything 1 know why all ah injury pics look superficial after her " brutal beatings"?\n1. she was never beaten.\n2. the injuries claimed would not have allowed her to work or appear on camera.\n\nshe would be out for weeks while healing.\n#justiceforjohnnydepp 1 @katherinegore2 i'm exhausted just reading that. god, if this is what it was like for him every day...getting beaten down verbally, constantly. people get caught up in her saying he doesn't do this or that, but look at what's she doing in this. #justiceforjohnnydepp #johnnydepp 1 @emmakennedy @jen_pts_wales @dior educate yourself, johnny was never convicted, he lost a libel case, but he will appeal it. amber heard has beaten him not the other way around and there is tons of evidences, on the contrary she has none! 1 before i learned how to use twitter, i was on fb defending jd. you have no clue of the amount of abuse i'd get on a daily for defending jd. how many friends stop talking to me for it. how many people wished i was beaten up, even if i am an abuse survivor. \n#justiceforjohnnydepp https://t.co/5pcbftue6m 1 @onlyoneashleymw @thenamesq if he was the devastating abuser amber heard claims he would have beaten the crap out of her, and then destroyed her phone with the evidence on it. also, she never mentions the beating she got for this, which she most definitely would have, either immediately or later. 🤷♀️ 1 @thenamesq and yet #johnnydepp's face is heavily marked by injury and distress. his nose is inflamed (compared to a recent photo) and he has scratches on his nose and chin. he was beaten, period.\n#justiceforjohnnydepp #amberheardisanabuser https://t.co/uqfp04pyfo 1 @lecanardnoir @katie_marie82 amber heard has been proven to have beaten johnny. just because the victim of domestic abuse is male doesn't make it okay. amber heard is canceled, full stop. 1 the fact the she's trying to claim she has injuries in this picture is insulting for anyone who has ever been beaten up.\n\nbeyond ridiculous.\n\n#justiceforjohnnydepp \n#amberheardisanabuser \n#amberheardisaliar 1 @franky_fruit @dior are you very concerned about wives being beaten? then study amber heard's history of beating her wife. johnny has no such history. his exes came out to testify to that: https://t.co/p96sbs9bue 1 @caleb_ellicott @fraile_tok "throwing something" when you are repeatedly assaulted and beaten is called self-defense, not abuse.\n#amberheardistherealabuser #justiceforjohnnydepp 1 "men are trash, i fucking hate men"\n\n*johnny depp beaten, mutilated, and gaslit by amber heard*\n\n"why dont men speak up???"\n\n#justiceforjohnnydepp 1 yes i was wondering how battered and beaten the 'girlfriend' is with all this 'stress' ah has put herself under by lying! she would take it out on someone as that's what narcs do! #amberheardistherealabuser #amberheardisaliar 👇👇👇👇👇 1 i am crying. what @warnerbros did to him is not okay. they don't understand the pain of being beaten up everyday where we should be safe. disrespectful for us victims. it's sad. feeling a great deal of pain. disgusting @wbpictures #justiceforjohnnydepp #amberheardisanabuser 1 johnny depp was abused, beaten and mutilated , canceled, and not believed or taken seriously 𝗯𝗲𝗰𝗮𝘂𝘀𝗲 𝗵𝗲 𝗶𝘀 𝗮 𝗺𝗮𝗻.\n\nmale victims matter. women are monsters too.\n\ndont forget this. never forget this.\n\n#justiceforjohnnydepp\n#believeallwomen \n#amberheardisanabuser https://t.co/mmqs5rtszt 1 i felt so bad when johnny depp(aka the guy who portrayed willy wonka) being beaten by his ex.\n\nas a woman, we don't claim amber heard. i don't like how she treated her ex husband and her ex girlfriend. 1 remember when scamber pooped in johnny's bed and got angry at hilda who she accused had ruined her marriage ... said scamber who has also said that she was beaten up all the time. in the marriage. who still believes in this poop lady? #amberheardisaliar 1 @kaplanrobbie remember when scamber cried without tears and smiled when she had to answer if she had beaten johnny. by the way: she did not answer no.\n#amberheardisanabuser 1 @nadalvettel @staceyleeamos @iraluruaq_ johnny depp is no saint, he abuses drugs and alcohol, i wonder what a man is supposed to do when he's getting beaten, hit back? oh nope cause he'll go to jail. she cant even promise to not be physical with him??? #boycottfantasticbeasts #justiceforjohnnydepp https://t.co/haxk9yzu7c 1 the judge finds it believable that amber was brutally beaten for 3 days straight yet sustained no injuries. \n\nthe judge finds it unbelievable that amber could throw a purse at johnny while in her pyjamas. \n\n#justiceforjohnnydepp #amberheardisanabuser 1 @silenthumanhere @jennife01082775 @philmitchell83 he took the paper to court for printing a falsehood (ie he abused her). \nhe failed to prove it was a falsehood.\nie amber heard told the truth.\nif, as suggested here the judge was biased, the correct action is an appeal, not to suggest that a woman who may have been beaten lied. 1 the kind of world we live in is one in which a man can be beaten by an attractive woman, dragged through hell and back via the court system, dropped from a major movie, and is branded as the abuser. yet here she is, still in her role. #justiceforjohnnydepp #amberheardisanabuser 1 it is clear that when amber is unfaithful or harms johnny in other ways, she turns her focus and says he has beaten her. crazy bitch. some thoughts jennifer robinson?\n#justiceforjohnnydepp 1 @debbrva @washingtonpost you should know amber heard admitted of abusing johnny depp in multiple occasions. he is being blacklisted because he came out as a male abuse victim & he stands against a woman. it's his fault that he was beaten by his wife & dared to stand against her. #justiceforjohnnydepp https://t.co/v75lnikjb1 1 #amberheard #amberheardisanabuser johnny depp litterally lost a role in a great movie because he was abused. justice for johnny depp. screw you @warnerbros firing a litteral innocent guy for getting beaten. the media ignored him.and only reported him hitting amber which was false 1 @theblastnews why would they fire a victim of domestic abuse that proved her allegations in court? amber heard was beaten multiple times by depp, and now is being harassed online by his fans. these people have no shame. 1 to be pubicly ostracized, humiliated, and fired for being beaten and mutilated.\n\nthis is what it means to be a male victim. \n\nstand with all victims of domestic violence. \n\n𝐏𝐫𝐨𝐯𝐞 𝐭𝐡𝐚𝐭 𝐰𝐞 𝐰𝐨𝐧𝐭 𝐥𝐞𝐭 𝐩𝐫𝐞𝐣𝐮𝐝𝐢𝐜𝐞 𝐰𝐢𝐧.\n\n#amberheardisanabuser\n#fireamberheard https://t.co/gimrb1f9jg 1 a german tv channel just called #johnnydepp a wife beater and said that #amberturd got beaten by him. they also said that it's crazy for us supporters to want that turd-face to get fired as well and mentioned the petition.turd is the abuser!! not johnny!!\n#justiceforjohnnydepp 1 @double_ohkevin @unbeatenobj @gamespot shes toxic bro! she showed up to court with bruised fake makeup eye. \n\njohnny got injustice. neighbors saw her normal the next day...guess what, with no bruised eye. wooow its a miracle. shes toxic toxic! liar. johnny said she would abuse him. #justiceforjohnnydepp #johnnydepp 1 in case you're unsure:\ni'm a survivor of domestic abuse, multiple partners, ranging physical, mental, emotional & psychological.\ni have been raped, beaten & locked up & i stand with johnny depp.\ni've seen it from the inside. do with that info what you will.\n#justiceforjohnnydepp 1 i cannot explain my anger @warnerbros its because of shit like this one that we don't forward. you don't understand how it is being beaten up and they don't believe you. it's hurtful and frustrating. you just helped so many abusers you have no idea. #justiceforjohnnydepp 1 #justiceforjohnnydepp he was abused and beaten but they were still with amber men can be victims to!!\n\n#mentoo 1 it isn't possible to look flawless after you've been beaten\n\nit is possible hor her to lie about being beaten\n\nread the #truth & learn she lied about everything \n\n#justiceforjohnnydepp #wearewithyoujohnnydepp 1 agreed! people need to see that self-defense isn’t abuse. it’s about protecting yourself and when you are beaten everyday (emotionally, mentally, and/or physically) you are going to say something in text because you are tired. #justiceforjohnnydepp #amberheardistherealabuser 1 let me get this straight, amber heard was beaten within an inch of her life on the night of december 15th but her “bruises” were not very dark or inflamed when melanie went to do her makeup on december 16 between 2-4pm? those are some slow moving injuries https://t.co/jhikjtw3su 1 @babeyoda forgot to attach :) amber heard stole her own assistant’s !!rape story!! and pretended it happened to her...+ she was the one who was arrested for domestic violence against her own wife and had beaten up her own sister (there is a video about this as well, feel free to check....) https://t.co/sgbc4tzoel 1 @johnblueriggs amber heard ruined everything for him. and it’s sad.....that a man can be beaten and he loses roles while she retains them. 1 amber heard is a sociopath uno? she faked evidence of being beaten at the height of metoo when she was the one beating johnny depp 😐 1 @brittannia_a @people yeah cuz one always laughs and looks happy after having the crap beaten out of them. \n\n#amberheardisanabuser \n#amberheardscam\n#justiceforjohnnydepp 1 amber heard is literal scum. johnny isn’t the only one she has beaten. all these feminists defending her should honestly take a good look at themselves and their own morals. it’s utter bullshit. she is a toxic, abusive woman. #justiceforjohnnydepp 1 @thenamesq allegedly being beaten on multiple occasions to the dome, nose, & lips with jd's signature knucklebuster rings would have also rendered her to relive this look from zombieland - indentation from said rings would've also been present, easily. \n\n#justiceforjohnnydepp https://t.co/xk1gsbwe35 1 @thr this is a messed up article you realize he is a domestic abuse victim of amber heard right? why is mens domestic violence not taken seriously the dude was manipulated and trapped and beaten by an evil women whos to say it couldn't/hasn't happened to any of us. 1 @dailymailceleb you think dior are going to listen to callous & slanderous tabloids over truth, facts & evidence?\ndior sticks by johnny depp who was wife beaten.\n#thankyoudior #justiceforjohnnydepp #istandwithjohnnydepp #mentoo #ibelievehim 1 it was self made in that he made a bad relationship decision, who hasn’t? he was then systematically beaten down body & sole by her! he was the #victim & you are disgusting! #justiceforjohnnydepp #amberheardisanabuser #msmistheenemyofthepeople #standforsomethingorfallforanything 1 @thr wow, you bottom feeders truly don't know when to stop badgering someone who has already been beaten down by a flawed system. hope you feel proud of yourselves when amber heard finally gets outed for being the monster she is. 1 @blaidd3_14159 @tatianasiegel27 @thr “i couldn’t find one instance, or at least an admitted one, where he was physically abusive to a woman, smacked or beaten around, he’s like an angel. not one who said a deprecating thing,” barresi [amber heard p.i.] said. 1 @tatianasiegel27 @thr “i couldn’t find one instance, or at least an admitted one, where he was physically abusive to a woman, smacked or beaten around, he’s like an angel. not one who said a deprecating thing,” barresi [amber heard's p.i.] said. 1 @symplysimi after all your screaming, go back and watch the video or get the view of a professional investigator. she was beaten but no swellings, no nervous behavior and very audible. speaking clearly without pain?\n\nplesse, go and read about the amber heard & johnny depp saga. 1 @kaplanrobbie @ejeancarroll @realamberheard #justiceforjohnnydepp these two are the prime examples of petty females who know the evidence like that "judge" but still see jd as an abuser, who are the kind to teach any dv victims (in particular males) to lie down and be beaten to death, verbally assaulted, to be physically 1 i hate amber heard.. i've always stood by women but this bitch is an abuser, it's johnny depp who is injured and beaten.. we don't claim her ! .. i hate how she used feminism in this fucked up way.. women can be abusers too ! 1 @patriotssblv @metalsd_68 @barstoolsports a man has been beaten up, spitted on, cheated on, his finger chopped, his meds replaced, his children mistreated, his money stolen, his career fallen, his house trashed, his bed pooped and you're telling is not that serious? get some help, have compassion #justiceforjohnnydepp 1 yup been saying all along, i have worse "black eyes"/dark cirkles on a daily basis\nshe claims to be beaten to a pulp and yet when u look on her evidence photos ur like "is it a bruise or a shadow or nothing at all", that's not how it works\n#amberheardisaliar #justiceforjohnnydepp 1 if ah was beaten by him. and this is a standard day in the life of #johnnydepp where is the broken skin?! #justiceforjohnnydepp #amberheardisanabuser 1 the only wife beater who beaten up someone was amber heard, who was never cancelled, but go off, sis. https://t.co/rlrbywreiy 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('get raped')].text.value_counts().head(60)
men can get abused too. men can get raped too. don't downplay their pain and suffering. it's sickening how people can laugh over a male victim. \nsupport these survivors. don't be a little shit. \n#brownfeminist #amberheardisanabuser\n#domesticviolence #abuse #feminism 1 i remember when stirg, amber heard’s biggest fans making a joke using an animation gif where it showed something was push into one character’s butt, and stirg was making a joke about it wishing johnny to get raped. i’m sure some of us still have a screencap of it. 1 honestly amber heard is ridiculously selfish. her fans constantly make disgusting comments to jd supports (ah fans tell them to kill themselves/get raped/bodyshame them)\nbut if aaaanyone does it to ambers fans its evil & nasty. stop being so selfish! 1 @eve_barlow this message isnt nice at all but you need to expect this when you support an abuser.\ni support the victim johnny depp and get told regularly by amber heard fans to kill myself, get raped, die, slit my wrists. but thats ok i guess as long as they leave you precious amber alone? 1 @eve_barlow but amber heard fans are telling people to kill themselves, telling them to get raped, insulting them and their families. how is it possible that you find this ok? 1 @eve_barlow so ive been going through the amber heard tags and tweets and her fans are telling johnny depp fans to kill themselves, get raped, die, along with many more disgusting things. so thats ok? as long as they dont do it to amber? 1 #iamjohnny\n\nbecause his "don't tell me what it feels like to be punched" was my "you don't get raped unless you want to"\n\n#justiceforjohnnydepp \n#amberheardisanabuser https://t.co/quvicjocse 1 @rainingstarzzz @stinkfly3 @marlabbaird i bet you find amber heard an inspiration, a true role model for what women should aspire to be. just because you were wronged doesn't give you passage to say men are rapists and women get raped and that's how it is because thats not how it is. there's more nuance to it 1 sorry shit like amber heard makes my blood fucking boil. men get raped and abused, so do children, so do older people, so do women, so do people with developmental disabilities, so do just anyone human could be! please seek help https://t.co/cnwbeyydsp 1 @k_dewolfwrites @moonlitsails #murdoch bullshit, he truly is a hypocrite, he basically let women get raped at fox news for years, didnt give too shits, but when he got caught for turning a blind eye, he goes extremely the other way standing by a women who is abusive, manipulative, a fraud #amberheardisaliar 1 yeah it's so annoying that people say that all the time.\ni mean it also needs two people to have sex and still you can get raped.... that's not a tango either. damn\n#justiceforjohnnydepp #justiceforjohnny #istandwithjohnnydepp #boycottfantasticbeasts #amberheardisanabuser 1 amber heard deserves to get raped with a tire iron 1 @voicesofjalways @gr33f3r imagine if we said amber heard deserves to get raped in prison. 😑 they really are just a sub-standard of people. 1 “he would obsess about how i dressed...i stopped wearing revealing dresses for red carpet events: it just wasn’t worth the verbal & psychological abuse”, amber heard claims when she wore “sexy” clothes depp would say “well i’m going to have to watch you get raped”. 1 johnny depp said amber heard 'would get raped' because of sexy dresses, she claims\nhttps://t.co/o2yyv0jhv4 1 @exoblackpink15 @popcrave and that’s bad and punishable, but basing every other case in just that case or the amber heard one hurts every other case where women do get raped and do not get the justice they deserve. i know many of both cases and i usually wait, but i try not to make up an opinion based on 1 @insurrecting men get raped too. and most people don't lie about rape/abuse/violence -unless they are amber heard- because rape victims get blamed by even the closest family members. the situation is much worse for the victims in muslim societies but it applies to western people as well. 1 @nonunnun @rayraydepp not only mean but a double standard. that is the same reasoning as to say a woman deserves to get raped because she was drunk or acted slutty. there is absolutely no excuse or justification in what amber heard did to johnny depp. the world needs to wake up. 1 @radlcalmind @janehegemon @shansdotcom well, rose mcgowan was venting about harvey weinstein. amber heard made a threat to ‘trolls’ that they should get life insurance. ellen barkin hoped luise ck get raped and being shot. ppl who used to believe amber heard wished death and many horrible things to johnny 1 @myangelamber @realamberheard ela you literally follow people that actively tweet about wanting johnny depp to die/get murdered and wanting jd supporters to commit suicide and get raped. dont be so contradicting. \namber heard fans are the ones abusing through social media, you yourself follow them! 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains(' raped')].text.value_counts().head(60)
@xtinataft @cat33june @schemaly @annanorthtweets i was abused, raped, and destroyed as a young boy. that doesn't mean i believe every little faker that comes along. amber heard is one such abuser preying on your sympathy. 2 hardygyllenhaal: media: women need to speak out against abuse! kesha: i was raped amber heard: i was... https://t.co/h9tmyccqnn 1 @marvel casting amber heard as felicia hardy takes away all the meaning and power of the character. a girl who comes from being raped being portrayed as a woman who manipulated and abused her husband is not right. do not do that. no sir.\n\n#amberheardisoverparty 1 @theinfamousone6 typical narcissistc abuser drama. my abusive wife lied i raped her. then claimed i brutally raped her. then claimed i brutally raped her many times. the claimed all police are rapists - as evidence showed she was lying.\n#justiceforjohnnydepp \n#domesticabuse 1 amber heard lied about being abused, \n\nused her ex assistant’s rape story for her own benefit \n\nwanted to sleep with johnny only to frame him saying he raped her\n\nabused also his son and daughter \n\nand yet johnny is the one being blacklisted despite having proof being innocent? 1 when a woman says she was raped/abused and the men says he didn't do it. they believe in the woman.\nwhen a man says he was raped/abused and the women says she didn't do it. they don't believe in the men.\ndouble standards\n#justiceforjohnnydepp #amberheardisanabuser #fireamberheard 1 in case you're unsure:\ni'm a survivor of domestic abuse, multiple partners, ranging physical, mental, emotional & psychological.\ni have been raped, beaten & locked up & i stand with johnny depp.\ni've seen it from the inside. do with that info what you will.\n#justiceforjohnnydepp 1 @grandpatz @ohwhatmenope @kayleeeleal because people literally lie about being raped or abused every single day johnny depp had his career ruined because amber heard abused him then lied and said she was abused by him, that is why we want evidence before taking sides 1 @amiranurafiqah_ dude,amber heard is manipulative af. from the metoo movement,she used real victims that actually were abused and raped for her facade. she's invalidating those victims and now people are using her to invalidate victims too? nice 1 @tinystinyhands @vic_h_7 @0gre3f so long story short, kate james told ah about being raped in her twenties . in detail. exactly what happened. and amber heard changed the names to her and johnny’s, changed the date, and time and sold it as her own rape story 1 #amberheardisanabuser #justiceforjohnnydepp this has proved what all of us knew what society thinks about men men can't be harassed,abused or raped.that men are unemotional and violent beings. so much for equality in our constitution and in the words of these high society people. 1 @littlemismagic @depphead_ why did @people published her photos with bruises? sean penn hit madonna, no "he is a wife beater" tag, he got an oscar. polanski raped a girl, he gets awards. this is a evil campaign against #johnnydepp and male victims of #domesticviolence #justiceforjohnnydepp #mentoo 1 @trekkyamy @philmitchell83 what about women's power to utterly ruin a man's life by advising him of abuse or rape? even if it was the woman in question who abused or raped the man? for example, johnny depp is having his life ruined because amber heard abused him then cried to authorities that he abused her 1 @fangirlromantic it's why i never spoke up, my ex cheated and hit me all the time over the last 6 months of our 2 year relationship, she also told her friends i raped her (i didn't) and thankfully they didn't believe her, but the damage was done, why not speak out? because of ppl like amber heard 1 amber heard is the victim? seriously? so my rapists are the victims for having raped me? i think this damn world is wrong. #johnnydepp is the victim, he was physically and psychologically abused, but they only believe amber heard. #justiceforjohnnydepp #amberheardistheabuser 1 @munroebergdorf i'm a rape survivor too.....drugged & raped by someone i knew & trusted. i never received my justice & he was never punished. \n\ni've seen & listened to all evidence & every word of testimony. that being said, i stand behind johnny & won't stop fighting for #justiceforjohnnydepp 1 yeah it's so annoying that people say that all the time.\ni mean it also needs two people to have sex and still you can get raped.... that's not a tango either. damn\n#justiceforjohnnydepp #justiceforjohnny #istandwithjohnnydepp #boycottfantasticbeasts #amberheardisanabuser 1 amber heard filed her hoax claim of domestic violence because johnny depp was leaving her. reason for thinking that: she was abusive to him, cut his finger and did a shit in his bed. and she even claimed johnny depp raped her in closed court . #justiceforjohnnydepp 1 @mispeltusername @ironasticgirl these people are not deppheads\n\nand if we talk about the stans of amber heard who rejoice over the death of jerry judge and a young girl, fan of depp who defended him on twitter? what about their death threat, their harassment of lily rose ? or stirg who wants depp to be raped? 1 @plaidheart @keionisbored @nytimes well caroline flack, amber heard and asia argentino lied. so what your excuse for them. women lie get over it. there was also a case where girls were caught lying that bieber raped them. excuse? yeah.....thought so 1 roman polanski raped a girl and he won an oscar. #johnnydepp, a victim of domestic abuse, has had an excellent career as actor. he deserves all the awards. #justiceforjohnnydepp 1 amber heard tried to have sex with johnny depp after the allegations to say that he raped and did the same shit to another director years ago. how the fuck can people support this monster! this waste of oxygen and life!! god, give us back the good ones and take her! 1 @k_dewolfwrites @moonlitsails #murdoch bullshit, he truly is a hypocrite, he basically let women get raped at fox news for years, didnt give too shits, but when he got caught for turning a blind eye, he goes extremely the other way standing by a women who is abusive, manipulative, a fraud #amberheardisaliar 1 i was raped by a “friend” when i was 24. he said he couldn’t believe someone who was 24 & looked like me could still be a virgin. i told no one & now focus my life on helping others. fighting for jd’s justice is like fighting for my own. #justiceforjohnnydepp 1 supporting somebody who lied about donating money to sick and dying children no thanks. stealing her assistance raped story to uses her own no thanks. your support of her is disgusting to me. #amberheardisanabuser #justiceforkatejames #justiceforjohnnydepp 1 @lizzycampbell yep i'm hoping this is all setup for something cool. maybe also struggling with having seen johnny depp and paul bettany's 'wouldn't it be fun if we murdered amber heard and raped her corpse?' texts, so affection for vision currently somewhat...diminished. 1 kate james went through a horrific experience 2 fold. being kidnapped and raped at knife point and then working for amber heard. i have always believed in british justice. not anymore . that's scary. 1 australia was also 1 of 3 places/incidents where she alleged she was raped.\n\n#amberheardisaliar 1 for the record:\ni support actual equality.\nwhere women aren’t superior to men, and men aren’t superior to women, yet it’s bullshit media outlets that protect people like amber heard and deny that men can be raped by women that aren’t promoting equality, they promote inequality 1 @laurabockov so she would have to prove her lie that was raped and whatever other lie. no doubt will match with kate james story. will make amber heard to be a bigger and disgusting liar. it's why she wanted it in private so can make outrageous lies. 1 @lhunight women are capable of abuse, rape, etc, but men are just laughed at if they say they were raped or abused. exhibit a: amber heard and johnny depp. there is audio evidence of heard beating depp, but newspapers still call depp a wife beater, and the courts refused to stop them. 1 @misstia and i also saw one of the women who loves tweeting to yasher all the time, who’s also said danny raped her too, talking mad shit abt amber heard. saying she was abusing & lying abt johnny depp. she was going off on her so badly.\n\nbtw, hey miss trout, amber won her case stupid. 1 @oliverosinese "oh boo hoo hoo, horde prime tortured, brainwashed and possibly raped his little brother! he should just get over it, what a big baby!" 🤪\nwho is this kid, freaking amber heard?! 😣 1 so... we just gonna forget that @iamcardib drugged, raped, and robbed men? even with proof and witnesses? oh what's that johnny depp's life and career is ruined because everyone blindly believed amber heard. and people wonder why women are trifling is a saying 😂😂 1 @talentlessted @santadecides i mean most don’t believe them because it’s innocent until proven guilty and the rep going behind it like amber heard and even you tubers like slazo and others so i can see why many don’t believe as they don’t know if they were actually raped or just acting 1 @artistsblocc @yeenie_mcbeenie an anarchist who hates anyone who doesn't think same, he usually stalks bigger accounts and writes stupid shit to start drama\nalso he simps for amber heard and defends/is a friend with a guy who raped his (step) sister [i'm not sure] 1 2020 harassment from #deppelgangers is over.\nnot all bad. one b@tch knows her name. i know who u r. i'll never tell you how i was raped so stfu troll.\nburning out i guess delilah, as if you care. i'm stronger by the day\n#risejohnnydepp\n#johnnydeppisinnocent #justiceforjohnnydepp https://t.co/m25sdmj9t0 1 @astroho3 @nathanteamcap @variety amber heard stole her pas rape story to better victimize and position herself during the height of #metoo movement to become an "ambassador for women" in the public eye\nshe was never raped, that was a lie 1 #justiceforjohnnydepp this has proved what all of us knew what society thinks about men "men can't be harassed, abused or raped. that men are unemotional, non compassionate beings". so much for equality in our constitution and in the words of these high society people. 1 @thenamesq johnny never raped her she did that to him and i say #justiceforjohnnydepp 1 after abuser amber heard cut jd's finger off she is on tape saying 'poor johnny' 'i didn't mean to do it on purpose' 'i'm sorry' 'i can't lose him' 'i love him'.\namber heard spat on the faces of all dv victims by lying she was raped. abused and beaten when she was the real abuser 1 amber heard is an abuser and a liar.\nshe claims she was held hostage for three days. beaten and raped w/ black eyes, broken ribs, arms and feet cut \n but the next day she is looking, walking and talking normal. nothing on her. \njd you see the marks on him from abuser amber heard 1 @tommydagenais @damoon1988 @dcu_direct it's black and white case mate. how can you say move on when the abuser in the relationship (amber heard) was the one who made false accusations and lied that she was raped and beaten. so how is it he's guilty, she's guilty? he ran from her abuse. she said so on tape. 1 @wehaveaproble11 @kate13526338 @justiceforjoh12 @teytanus @princonsuella_ @realamberheard amber heard claims was held hostage and raped and beaten for 3 days however had phone with her all times and also door access from her room to leave. also spoke to her sister between this time. only pictures she took was of lampshade not cut arms and feet or broke ribs she claims 1 this people say they are feminists cause they support a woman, at the same time they make jokes about a man getting raped in jail. #amberheardisanabuser 1 ❗️tw: rape\n\nscreen recording of one of amber heard's biggest supporters, whom she follows, joking about johnny depp being raped in prison. @gr33f3r https://t.co/4lx8zqvytd 1 @voicesofjalways @gr33f3r imagine if we said amber heard deserves to get raped in prison. 😑 they really are just a sub-standard of people. 1 @ckpetsch exactly you don’t do your research! she’s a literal liar who changed the narritive of her story and is ignore the accusations saying she raped eliza and she abused bob! she believes amber heard and she says ‘when there’s no proof i will not believe johnny’ yet has no proof hrslf 1 she reminds me of an ex of an old friend of mine. she was also a amber heard fan and that bitch faked the story that she was raped by a mafia boss's son. she used this against me and my best friend and brainwashed him telling him that we don't support her.\n#wejustdontlikeyouamber 1 @larsmetworst_ amber heard, the woman who faked domestic violence, lied about being raped, all while he committed dv against her husband johnny depp 1 @mendfamilycourt @hosannavaughn7 raped? really.... then why did amber heard keep calling johnny depp and wanted to meet alone!!. asking for a hug!!. and when did this rape happen? do you have a date? \namber heard is on tape saying she hit him and he runs away from her. do some research. try again. 1 🚨new adult podcast episode🚨\n cool down in #ukheatwave with what we have in store:\n👉the highest profile celebrity libel case of the century - johnny depp amber heard\n👉man who raped & murdered keeley bunker jailed\n👉manhunter @colinsutton interview pt 2\nhttps://t.co/h0bfqvluow https://t.co/vr8r38azdp 1 why is amber heard trying to cover her tracks by saying james franco raped her?? if that was the case why keep working with him? why keep talking to him? you just don’t want to be caught in the act of cheating. 🤷🏻 1 @finnrussel2003 @juliediane @gavinc86 @trw7810__wlm @that_si_monster @dg_mccarthy @davidlammy @metpoliceuk very few rapes make it to court, yet when a women is raped or assaulted, every friend has her own horrific stories. it’s not just women who can be victims eaither. i heard the amber heard recordings and was horrified. 1 @thatbrianfella @jameelajamil i can’t get over the fact that jameela jamil says she was raped, and not disgusted but supports amber heard and her co-conspirators, who stole and owned another sexual assault survivor’s story. \n\nseriously, can someone explain me the psychology of this? \n\nhttps://t.co/3whrxteehs 1 @haracara2 that women didnt say a word about who raped her. she told her story. others brought them into it. \nas for this tweet im referin to another case. amber heard & johny depp. 1 @flyseasparrow @xdiordepp @cthulhulhu01 apologies accepted. 😉 but i don't think i've read in conversations between us and cthulhulhu that deppheads are the worst. 🤔 i've seen a lot more horrific from defenders of amber heard, like hoping #johnnydepp gets sentenced to jail so he can be raped or die from an overdose. 1 this is what amber heard did to johnny depp. he was not her first and only victim. she has already been arrested for domestic violences years ago.\nalso, she's accused to have stole a raped story from her personal assistant to benefit herself ! \nboycott comic con!!! https://t.co/dqslw1gv5k 1 please remember through this toxic twitter environment that men can also be abused, raped, and bullied. it can happen to anyone regardless of gender. spread the word.\n\n#justiceforjohnnydepp 1 @angieun27401972 @shellys_wellie @kiki_cliff @harjgtheonedba @lgbtqlove3 @ap @people @bbc @thr @dccheerleaders you do know amber heard said johnny depp raped her... she is evil.. she wanted this heard behind close doors as stole story from rape victim who happened to see witness statement.\nyet after all this she arranged to meet him and asked for a hug in hotel. trying to add to her hoax 1 Name: text, dtype: int64
df_tweets[df_tweets.text.str.contains('scums')].text.value_counts().head(60)
sick! sick ! they are sick like amber heard and her lawyer’s team!! they continue to slandering jd and they fall lower and lower!! amber heard fans of the world! scums and dumbs!! prove it! that’s defamation and that’s a federal crime and is actionable!!! attention adam waldman! 2 @standinthe_rain @vani_echelon i know and look at scums devilish smile. reaching for more....\n#narcissisticabuse \n#amberheardisanabuser \n#johnnydeppisinnocent 1 ellen and her toxic gang want to drag jd on this. this has become very fishy now and i think they all planned this. and look at this the media scums are commenting in their posts as well.\n#justiceforjohnnydepp \n#amberheardisanabuser \n#mentoo https://t.co/lnffgzvn1c 1 was this judge smoking as much marijuana as the scums drug obsessed lawyer... no criminal record, kind? what the actual fuck is he on. 2020 keeps on just being the worst. #justiceforjohnnydepp https://t.co/pbcd2qpvf2 1 @depplyhaiiows they are scums, we have the power. and we are rising above their garbage #justiceforjohnnydepp 1 the only privileged one here is amber heard. for all her crimes & fraudulent activities she is still a un champion of human rights, l’oréal ambassador & what else ?? she is still protected by powerful corrupt orgs like #aclu #timesup & murdoch media scums #justiceforjohnnydepp 1 the scums ratings went down a lot since johnny depp's verdict!! 😂😂😂#justiceforjohhnydepp #johnnydeppisinnocent #amberheardisanabuser #johnnydepp https://t.co/ap5rfa6ixw 1 @realamberheard vile vile woman look at the smirk on her face you are a sham and a disgrace to all dv survivors your connections to the uk judge who ruled in the scums favour are coming to light corrupt to the core you should be in jail #justiceforjohnnydepp #amberheardisanabuser 1 meanwhile scums current reaction to the news has been captured on video...#justiceforjohnnydepp #johnnydepp #amberheardistherealabuser #karma https://t.co/rgwf9gdkw0 1 @thesun if you stand with #justiceforjohnnydepp please do not click on these stories and line the pockets of these scumbags. #scummedia #scumsun #boycottthesun 1 @truthseekeruk5 @mailonline @daily_express @dailymirror @thesundaypeople @dailystar @independent can we all remind ourselves of the scums actual story they posted on justice nicol and the bribes he accepts \n#justiceforjohnnydepp #johnnydeppisinnocent \n\nhttps://t.co/elaqfm8wpm https://t.co/qli7i7qs7b 1 @thedailymail @thesun @guardian you scums 🤮🤮🤮 #justiceforjohnnydepp #amberheardisanabuser 1 @movieweb @dior has done the right by standing with the truth despite all the pressure by media scums and they are being rewarded. truth never fails you. keep it up dior. \n#justiceforjohnnydepp 1 @laurelscouture @mayak215 @thenamesq tampering... i e publishing truth!\n\nversus manufacturing lies fraud conspired crimes to alter judicial outcomes for some no talent envious scums?\n\nnothanks!\n#justiceforjohnnydepp \nhave a listen \nreally this one alone does it all!\n\nhttps://t.co/zm5dj6bot2 1 watch the same media outlets that printed the donation news in every damn headline ignore the fact that amber heard made no donations she bragged about. \n\nthe same media that was so quick to put johnny depp’s venting texts on front page the day it came out. scums all of them. 1 @adam_waldman if they had overwhelming evidence why manipulate it?\n\n#dontbutthesun\n#scummedia\n#scumsun\n#subpoenadanwootton\n#wherewasdanwootton\n#amberheardistherealabuser \n#amberheardabusedjohnnydepp \n#amberheardisanabuser \n#amberheardisaliar 1 easy, people. johnny sadly lost the case against @thesun for difamation, which i don't understand really. he's not lost the trial against amber, yet it is a big disappointment. #justiceforjohnnydepp\n\nhe is not a wife-beater, you scums, but you'll go down faster than think. https://t.co/wsowhgoi0r 1 #dontbutthesun\n#scummedia\n#scumsun\n#subpoenadanwootton\n#wherewasdanwootton\n#amberheardistherealabuser \n#amberheardabusedjohnnydepp \n#amberheardisanabuser \n#amberheardisaliar \n#amberheardisafraud\n#justiceforjohnnydepp \n#enoughisenough https://t.co/u0iczo7ytg 1 #dontbutthesun\n#scummedia\n#scumsun\n#wherewasdanwootton\n#boycottfantasticbeasts \n#boycottwarnerbros \n#boycottaquaman2 \n#boycottcadillac\n#boycottloreal\n#boycottamberheard\n#fireamberheard\n#amberheardisanobody\n#amberheardisanabuser \n#amberheardisaliar \n#amberheardisafraud 1 #dontbutthesun\n#scummedia\n#scumsun\n#wegotnobodycovered\n#wegotnothingcovered\n#wecoverwhatyoupayusto\n#boycottfantasticbeasts \n#boycottwarnerbros \n#boycottaquaman2 \n#boycottamberheard\n#amberheardisanobody\n#amberheardisanabuser \n#amberheardisaliar \n#westandwithjohnnydepp 1 @mayak215 this breaks my heart💔😣\ni hate how used & abused he was by these scums. \n\neach member of the heard clan is a total #narcissist \n#amberheardisanabuser #amberheardisaliar #amberheardisagolddigger #justiceforjohnnydepp 1 @elliescumslut @versheiby typical amber heard supporter..... all they can do is lying! 1 not sure how ngn are allowed to do this, saying there are people who say her injuries and witnessed abuse - ok who are those people? all witnesses including ah friends didn’t see injuries and heard hearsay about ‘abuse’. the scum are scums and liars indeed #justiceforjohnnydepp 1 i’m gonna spend my all money and will buy every single johnny depp movie on different streaming services rn. just to show a big middle finger to all scums around there 😌 #justiceforjohnnydepp 1 #ukjusticesystemiscorrupt\n#amberwho\n#holdthemediaaccountable\n#truthinjournalism\n#boycottthesun\n#dontbuythesun \n#scummedia \n#scumsun\ndc entertainment: remove amber heard from aquaman 2 - sign the petition! https://t.co/broewdbxuj via @cdnchange 1 @elliescumslut @realamberheard @snydercut @hbomax im here to say #justiceforjohnnydepp so shut the fuck up 1 @mrproduction8 @spiderbat57 @elliescumslut @realamberheard @snydercut @hbomax if that doesn’t suit your beliefs, how about justice for the thousands of sick children let down by her public lies? $3m is a lot of money to be promised and never receive. #amberheardisaliar 1 @80sdepphead @adam_waldman his apartment!!!!! 🤬🤬\nthose scums couldn't even afford that place. if it wasn't for johnny, they'd be living in trailer parks... where they rightfully belong\n#justiceforjohnnydepp 1 @danwootton @realamberheard you 2 rot in hell you heartless scums she is not the victim johnny depp is and the truth will come out believe me there will be victory for johnny depp we will keep on spreading the truth #justiceforjohnnydepp \n#justiceforjohnnydepp \n#justiceforjohnnydepp \n#justiceforjohnnydepp 1 are you kidding me??? men can be abuse victims too, why on earth would he lose the lawsuit with all this evidence against them? scums #justiceforjohnnydepp 1 if you want some clarity, some facts and some insight into the level of narcissism and fraud perpetrated by #amberheard on #johnnydepp, read on. \n#amberheardisaliar\n#amberheardisanabuser\n#johnnydeppisasurvivor\n#johnnydepphasevidence\n#slimscumscam 1 so far the scums best evidence to proof jd was violent towards his ex-wife is an e-mail she wrote! and never sent! \n#amberheardisaliar https://t.co/jo0oveyvys 1 @laurabockov @drakuseele kaplan for me must go to the hell with amber heard !! scums!!! 1 amber heard took advantaged of the #metoo movement that was meant to catch scums like her. as a result, johnny depp had to suffer abuse not only from her, but from random strangers online as well. twitter as a group, we a whole ass clown for this. #justiceforjohnnydepp 1 so this was the reason behind scums and toiletscums weird behavior 🤔\n\n#justiceforjohnnydepp \n#amberheardisanabuser \n#recastmera \n#boycottloreal \n\nhttps://t.co/fbe07pm1ot 1 this is johnny depp bringing down all the scums who have ever dared to harm him in any way because he has truth and lots of people by his side. \n#justiceforjohnnydepp 1 @youdidnotexist @theinfamousone6 they will grab every straw try & make #johnnydepp look bad\npolanski&weinstein..\nbut suddenly ⤵️forget amber heard worked w/them too\nonce jd figures these scums out including #amberheardanadmittedabuser\nhe distanced himself&got away. w/turd he was trapped/tricked into a marriage https://t.co/pkbo0a2ymw 1 the scums take in court monday 18th may 2020\n#johnnydepp #justiceforjohnnydepp \n\nhttps://t.co/cdzqyhprpg 1 amber heard fans of the world! scums and dumbs!! prove it !!!! that’s defamation and that’s a federal crime and is actionable!!! 1 of course they are platforming an abuser, it's what the scum paper does.\nlook at amber heard, she is a self confessed abuser, (listen to the tapes on youtube).\nin fact you could say that the scums behaviour is advocating abuse. 1 this amber heard woman really the scummiest of the scums. 1 which means danielle is just another amber heard, is she not? aka it is gross af and disrespectful to actual victims. i'm not a jb fan so 🤷 but let's just hope there isn't any coverup conspirashit or anything like that to debunk this thread because people sure are scums 1 imagine how pathetic you have to be bullying someone half your age because you are friends with scums like amber heard... grow the fuck up 1 @skynews tmg are scums. they didn't do their job properly and secretly withheld tax payments for 17 years! they stole millions from johnny. they had no shame. #justiceforjohnnydepp 1 @nickwallis ahahah there’s a special treatment in hell for scums like these. #justiceforjohnnydepp this is not over. 1 report them. report them all. not only are these vile fucking scums calling kate james a liar, one of them, that singular brain celled moron @raidersmera is calling kate’s story “funny”. seriously. cancel these dumb stans. they are just as bad as amber heard! \n#amberheardisover https://t.co/p8e3typs40 1 news: amber heard (physical and mental abuse), jada and kim k (entanglement).\n\nme: men are still scums 1 amber's really sided with the worst people on earth. they'd the nerves to say #liverpool fans stole from dead kids.🤮🤮🤮🤮🤮\nshe's just like them, scums doing anything for money and fame. \n#dontbuythesun #justiceforjohnnydepp #amberheardisoverparty \n\nhttps://t.co/xtahldhvdt. 1 this is why i stop believing and giving a fuck about what the media said a long time ago. they’re trash, money-hunger scums who never care about anything other than the $$$ they’d get every time people click on their unreliable articles #justiceforjohnnydepp 1 @thenamesq the only privileged one here is amber heard. for all her crimes & fraudulent activities she is still a champion of human rights, l’oréal ambassador & what else oh yeah she is still protected by powerful corrupt orgs like #aclu #timesup & murdoch media scums #justiceforjohnnydepp 1 the only privileged one here is amber heard. for all her crimes & fraudulent activities she is still a champion of human rights, l’oréal ambassador & what else oh yeah she is still protected by powerful corrupt orgs like #aclu #timesup & murdoch media scums #justiceforjohnnydepp 1 do they mean liz marz? another one of her hoax assisting scums that was secretly living rent free in johnnys penthouse? that liz marz? i wonder why she wasn’t called to testify as a witness in court ? #justiceforjohnnydepp https://t.co/k8hqnbtma8 1 @spirituallyemp1 @nikkiha81660527 amber heard was honestly just embarrassing herself during the whole course of the trial and i don’t know why mainstream media refuse to report it. they do however report her allegations and not the evidence. well what do we expect from murdoch scums anyway. all corrupt 1 amber heard didn’t manipulate any of her friends. not even josh drew. all of them were in on it. the texts and calls were all for show. all rehearsed and planned. a whole bunch on scums. 1 sorry, but corruption is at play. noway should the judge rule in the scums favour #justiceforjohnnydepp 1 angry, so angry run. 10000% pissed off and my day is ruined. the sun are scums #justiceforjohnnydepp https://t.co/lg27y14wvt 1 @1127olga @adam_waldman wouldn't that be traumatic for liz marz to return to the ecb after all the horror that johnny the incredible hulk subjected her to? 😒\n\nthere scums are the absolute worst \n#amberheardisaliar #amberheardisagolddigger 1 Name: text, dtype: int64